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20 YEARS OF NATIONAL RECOGNITION IN RESEARCH
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◈ Homepage — http://www.amstatisticalconsulting.com/Skip to content HOME SERVICES INDUSTRIES PROJECTS ABOUT CONTACT US 20 YEARS OF NATIONAL RECOGNITION IN RESEARCH Innovative solutions for your research. Our expert team is ready to partner with you to achieve extraordinary results. Request a consultation > Learn about us > STEP BY STEP 01 Establishing your research questions 02 Getting your dataset ready for analysis 03 Conducting analyses OUR SERVICES STATISTICAL CONSULTING Explore now > QUALITATIVE ANALYSIS Explore now > EVALUATION Explore now > BIOMETRICS Explore now > AI, SOFTWARE, & ANALYTICS Explore now > INDUSTRIES WE DEVELOP UNIQUE AND INNOVATIVE SOLUTIONS TAILORED FOR EVERY CLIENT Energy and Materials Environment Climate Social Science Government Workforce Education  Health More about us > WHY US? EXTENSIVE BACKGROUND We have doctorates from leading universities, such as Harvard, Stanford, and Columbia. 100 YEARS OF EXPERIENCE We include renowned scholars and talented professors with over 100 years of experience in quantitative and qualitative environmental, educational, social, medical, and energy research. PROFESSIONAL TEAM Our analysts are experts in statistical and qualitative analysis. They use various statistical and qualitative software packages. DATA-DRIVEN We are members in good standing of the Statistical Consulting section of the American Statistical Association. OUR CLIENTS “I have worked closely with AMSTAT on data analysis/results of two research projects, so I know their expertise. The company provided reliable statistical analysis/results to translate into a publishable format on all accounts. They are conscientious experts who provide keen insights into appropriate statistical analysis given various data sets. I highly recommend them for your statistical support needs.” Vincent Salyers, EdD, Former Dean of Mount Royal University (Current Dean of Arizona College of Nursing) “AMSTAT Consulting is a perfect example of poise, understanding, and patience. They diligently follow up and never lose their calm. I had a hundred questions and countless demands, and they took their time to listen and implement every one of my demands. I highly recommend AMSTAT Consulting!” Ibrahim Mohammed, MD, Former Health Specialist of UNICEF “We have been very pleased with working with AMSTAT Consulting. The service was custom-tailored and completed on time. The statistical report was detailed with excellent tables. The service cost was affordable for a start-up company such as EndoLogic! They are very detail-oriented and like to know the project thoroughly that is being analyzed.” Zamir S. Brelvi, MD, PhD, CEO of EndoLogic “They have been instrumental in helping with our statistical needs. In addition to their professionalism, they have been prompt and thorough with our requests. Their work is impeccable, and I recommend their services to anyone needing assistance with methods or interpretation. We plan on using AMSTAT Consulting for our future needs, and I am thrilled to have been introduced to them.” Raj Singhal, MD, Research Director of Pain Management at Phoenix Children's Hospital “We needed statistical analysis of research data. They called me and explained the process involved in data analysis. They were always very prompt, helpful, and intelligent and took the time to explain the various tests used in data analysis. Thank you so much!! We look forward to working with you in the future.” Haritha Boppana, MD, Physician of Prisma Health “I have worked closely with AMSTAT on data analysis/results of two research projects, so I know their expertise. The company provided reliable statistical analysis/results to translate into a publishable format on all accounts. They are conscientious experts who provide keen insights into appropriate statistical analysis given various data sets. I highly recommend them for your statistical support needs.” Vincent Salyers, EdD, Former Dean of Mount Royal University (Current Dean of Arizona College of Nursing) “AMSTAT Consulting is a perfect example of poise, understanding, and patience. They diligently follow up and never lose their calm. I had a hundred questions and countless demands, and they took their time to listen and implement every one of my demands. I highly recommend AMSTAT Consulting!” Ibrahim Mohammed, MD, Former Health Specialist of UNICEF RECENT PROJECTS GAS USAGE June 28, 2025 AMSTAT Consulting analyzed hourly gas usage across three climate zones to help a utility prioritize decommissioning zones. The client lacked detailed data on variation by Read more > VALUE/SUPPLY CHAIN June 28, 2025 AMSTAT Consulting investigated why residential contractors and consumers resisted replacing gas space heating systems with electric alternatives. The public agency client sought to understand why Read more > BARRIERS TO RESIDENTIAL ELECTRIFICATION June 28, 2025 AMSTAT Consulting conducted a community needs assessment for a regional agency concerned about barriers to residential electrification. The client lacked precise data on how households Read more > READY TO ADVANCE YOUR PROJECT TO THE NEXT PHASE? GET IN TOUCH TODAY AND RECEIVE A COMPLIMENTARY CONSULTATION. Request a consultation > MENU Home Services Industries Projects About Contact Us GET IN TOUCH Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 SUBSCRIBE TO OUR NEWSLETTER FOR BUSINESS INSIGHTS & TIPS Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved ◈ Interior Pages — 24 pages crawledGovernment - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Partnering with Government for Transformative Change Data and Analytics Solutions We empower agencies with data-driven insights to make informed decisions. From predictive analytics to advanced data visualization, we turn complex data into actionable intelligence, supporting program improvement and strategic planning. Education We aim to close achievement gaps and inspire lifelong learning by developing innovative educational programs. We are dedicated to equipping students, educators, and communities with the essential resources and support to drive meaningful progress in education and youth development. Policy and Regulatory Support With an in-depth understanding of federal regulations and compliance, we support agencies in policy development, regulatory review, and implementation, ensuring that programs are effective and compliant with legal requirements Climate and Environmental Solutions Recognizing the urgency of environmental challenges, we help federal agencies meet sustainability goals and develop policies and programs that protect our natural resources, reduce emissions, and build resilience against climate impacts. Health and Human Services Support We partner with health-focused federal agencies to strengthen public health systems, improve healthcare access, and support essential services that promote well-being for all Americans. Research and Program Evaluation Evidence-based decisions are at the heart of impactful programs. Our team conducts rigorous research and program evaluations, providing insights that help agencies measure success, refine strategies, and optimize results. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved About - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us about us Our mission is to help you achieve your research goals. We develop and deliver the best solutions for every client's needs. We include renowned scholars and talented professors with over 100 years of experience in statistical and qualitative analysis and quantitative and qualitative environmental, educational, social, and medical research. our values Small Business Certification ID: 2028125 California Certified LLC Entity No. 202250613905 Leadership Dr. Eun Um President and CEO Dr. Eun Um is a former professor who leads a seasoned team of analysts, statisticians, data scientists, and evaluation experts in delivering innovative solutions for government agencies. She holds two master’s degrees from Stanford and Columbia Universities and a doctorate from Columbia University. She has over 25 years of experience in advanced analytics, and quantitative and qualitative research and evaluation in public health, workforce, environment, and energy. Dr. Um has supported clients such as the U.S. Department of Energy, the U.S. Environmental Protection Agency, the National Institute of Health, the National Science Foundation, and multiple California state departments. Dr. Um has authored multiple peer-reviewed publications and developed AMSTAT’s proprietary tools, including the AMSTAT Interactive Dashboard, to support ongoing data transparency and agency decision-making. She conducted research, taught at Harvard, and was a member of the US EPA’s human studies review board. Her leadership combines academic expertise with practical impact—ensuring every project is grounded in methodological rigor, stakeholder needs, and strategic vision. Dr. David Fetterman Advisory Board Chair Dr. David Fetterman is a nationally recognized scholar and leading authority in evaluation and research. He holds two master’s degrees and a doctorate from Stanford University, where he also served as a professor and as Director of Evaluation at the Stanford University School of Medicine. Dr. Fetterman is the founder of empowerment evaluation, a widely adopted approach that promotes self-assessment, learning, and accountability. He has authored and edited more than 150 publications, including books, peer-reviewed articles, and encyclopedia contributions spanning the fields of medical, educational, and social research. A sought-after speaker and thought leader, Dr. Fetterman has received numerous professional honors and awards recognizing his lifetime contributions to the field. Dr. Elizabeth Meinz Chief Analytics Officer Dr. Elizabeth Meinz is a professor with expertise in research design and evaluation strategy. She applies cognitive psychology to improve program insights and educational outcomes. The firm relies on her academic leadership and published research on skill acquisition and assessment practices. She sharpens mixed-method approaches, enhances survey tools, and supports evidence-based reporting. It draws from her teaching and editorial expertise to deliver high-quality, actionable evaluation frameworks across diverse public programs. dr. Harold Javitz Advisory Board Vice Chair Dr. Javitz is a statistician who applies advanced methods to complex public health, environmental, and policy data. The firm draws on his decades of scientific leadership at SRI International and deep expertise in biostatistics. He strengthens research design, improves modeling accuracy, and guides robust interpretation. It benefits from his academic foundation at UC Berkeley and a publication record exceeding 100 peer-reviewed studies. Dr. J.O. Ohm Research Lead Dr. J.O. Ohm is a former professor who crafts reports for government clients. The firm relies on his communication precision to elevate research clarity and proposal success. He applies structured writing to translate complex findings into impactful narratives. It benefits from his experience at the U.S. EPA and his professorships at the University of Pennsylvania and UCLA. Dr. Doyle Louis Hawkins Statistics Lead Dr. Doyle Louis Hawkins is a professor with statistical modeling expertise. He designs time series, change-point, and measurement error models for complex scientific evaluations. The firm applies Dr. Hawkins’s published work across biomedical, behavioral, and environmental studies to improve precision and reliability. He strengthens methodological rigor through continuous innovation in sequential analysis and distributional inference. It draws from his academic leadership, editorial contributions, and decades of peer-reviewed research to guide high-impact data analysis. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Gas Usage - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Back to all insights No Comments AMSTAT Consulting analyzed hourly gas usage across three climate zones to help a utility prioritize decommissioning zones. The client lacked detailed data on variation by appliance type, housing stock, and weather. The firm processed smart meter data from 1.2 million households, enriched with GIS-based building and income data. Variables included hourly therms used, appliance load signatures, zip code, and real-time weather. It applied time-series decomposition and clustering to isolate early-morning heating spikes and evening cooking peaks. Cross-validation with building permit data confirmed appliance age as a strong predictor of gas dependence. A key challenge was disaggregating end uses without intrusive sensors. The team resolved this by training a machine learning model on submetered pilot data to recognize appliance load signatures. This resulted in a market-ready model for appliance-level gas load forecasting using smart meter and climate data. It developed GIS-linked dashboards that visualize end-use risk zones and estimate avoided pressure loss under transition scenarios. The firm used hydraulic simulations to estimate pipeline impacts under different decommissioning sequences, tied to daily peak-use profiles. The client used results to map phased retirement zones and guide targeted heat pump adoption. The study supported new rebate designs for electric stoves based on gas-use clustering in cooking-dominant regions. It informed the agency’s outreach campaigns, helping shift public perception in persistently high-use neighborhoods. The client adopted the usage profiles as standard inputs for future decarbonization and demand response modeling. Prev Previous more insights Value/Supply Chain June 28, 2025 AMSTAT Consulting investigated why residential contractors and consumers resisted replacing gas space heating systems with electric alternatives. The public agency client sought to understand why Read more > Barriers To Residential Electrification June 28, 2025 AMSTAT Consulting conducted a community needs assessment for a regional agency concerned about barriers to residential electrification. The client lacked precise data on how households Read more > Internet Use February 28, 2025 The National Science Foundation (NSF) funded a project to explore the effect of internet use on perceived performance. With the increasing integration of technology into Read more > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Value/Supply Chain - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Back to all insights No Comments AMSTAT Consulting investigated why residential contractors and consumers resisted replacing gas space heating systems with electric alternatives. The public agency client sought to understand why conversion incentives underperformed in rural and disadvantaged areas. Available data included 53 contractor interviews, three ride-along observations, and 217 homeowner surveys. Variables spanned building conditions, fuel preferences, lifestyle habits, and awareness of Title 24 codes. Upstream data captured inventory turnover, contractor recommendations, and perceived delays in permitting. The team tested how frictions—contractor practices, supply chain gaps, and household routines—affected gas-to-electric conversion rates. The firm applied mixed methods. It used logistic regression to estimate conversion likelihood by end use and contractor type. Qualitative coding identified key themes in contractor decision-making and homeowner reasoning. Cross-tabulations compared rural and urban settings, revealing that many contractors favored gas due to installation times and familiar workflows. Multiple contractors cited electric retrofits as “low-profit jobs” due to unclear permitting rules and a lack of local parts. Households resisted change due to cultural comfort with gas, backup power use, and fears of bill increases. The project produced friction maps, contractor segmentation tools, and a replicable model to identify high-barrier conversion zones. Innovations like permit coaching and rebate pre-approvals showed early promise in removing key frictions. It delivered tailored findings based on user segment, contractor role, and utility zone. The client used the results to refine rebate structures, pilot outreach with trade associations, and create fast-track processes for dual-fuel conversions. Based on the study’s recommendations, the client adopted permit pre-clearance, tech-eligibility tools, and multilingual contractor training. The agency integrated findings into a new HVAC retraining curriculum and CPUC-supported workforce transition framework. Insights directly informed code simplifications and process improvements under CPUC’s Track 2 rulemaking for infrastructure pruning. The client launched a real-time contractor dashboard to track adoption, modeled after AMSTAT Consulting’s prototype. The agency integrated these findings into a broader workforce retraining plan for local HVAC firms. Rebate uptake increased 27%, and permitting times fell in pilot areas, showing early policy and market impacts. Prev Previous Next Next more insights Gas Usage June 28, 2025 AMSTAT Consulting analyzed hourly gas usage across three climate zones to help a utility prioritize decommissioning zones. The client lacked detailed data on variation by Read more > Barriers To Residential Electrification June 28, 2025 AMSTAT Consulting conducted a community needs assessment for a regional agency concerned about barriers to residential electrification. The client lacked precise data on how households Read more > Internet Use February 28, 2025 The National Science Foundation (NSF) funded a project to explore the effect of internet use on perceived performance. With the increasing integration of technology into Read more > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Energy and Materials - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Energy and Materials Our expertise Our Global Energy & Materials Practice utilizes extensive industry expertise, functional capabilities, and proprietary benchmark and data solutions across the interconnected energy, materials, and natural resources supply chains to generate significant and enduring value for stakeholders. we help clients in the energy industry rethink strategies, build capabilities, and improve performance for sustained, competitive advantage. We take pride in having partnered with hundreds of leading companies, establishing ourselves as the foremost integrated advisor on both strategic and functional transformations. Electric Power and Gas Companies We help clients in the energy industry rethink strategies, build capabilities, and improve performance for sustained, competitive advantage. Oil and Gas We help our clients develop strategies to manage risk, improve performance, and build lasting capabilities. Chemicals We help chemical companies leverage artificial intelligence and advanced analytics to unlock sustainable growth and operational excellence. Metals and Mining We help metals and mining companies accelerate growth by leveraging AI and advanced analytics to shape their strategy, boost productivity, and drive innovation. Engineering and building materials We help clients make bold strategic decisions to accelerate growth, enabled by transformative ideas, effective execution, and deep capability-building. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Barriers To Residential Electrification - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Back to all insights No Comments AMSTAT Consulting conducted a community needs assessment for a regional agency concerned about barriers to residential electrification. The client lacked precise data on how households perceived gas transition risks, costs, and equipment access. The firm held eight multilingual focus groups and conducted 31 stakeholder interviews. Analysts coded interview and focus group transcripts to identify emotional, cultural, and practical themes. AMSTAT Consulting’s staff discovered that many residents associated gas with reliability, tradition, and safety—even when replacement costs were covered. Rural respondents worried about unreliable electric grids and repair wait times. In urban zones, respondents cited split incentives in rental housing and distrust of contractors. The team had to address data gaps caused by low response rates in Spanish and Mixteco. It corrected for this by hiring local facilitators and offering oral interviews. The project produced readiness indicators, emotional barriers typologies, and multilingual equity tools for electrification outreach. The client embedded a cost calculator into its rebate platform and added rental-specific pathways. Program staff updated messaging to clarify grid reliability and pre-screened contractors for community trust. Policymakers cited the study at a citywide electrification hearing to support renter-specific and multilingual program revisions. Local partners used the findings to secure grants for appliance fairs and contractor education events. Program inquiries increased 41%, and the redesigned pilot supported community-informed electrification. The project informed real-time tool updates, policy hearings, and state-funded pilot redesigns, advancing state electrification goals. Prev Previous Next Next more insights Gas Usage June 28, 2025 AMSTAT Consulting analyzed hourly gas usage across three climate zones to help a utility prioritize decommissioning zones. The client lacked detailed data on variation by Read more > Value/Supply Chain June 28, 2025 AMSTAT Consulting investigated why residential contractors and consumers resisted replacing gas space heating systems with electric alternatives. The public agency client sought to understand why Read more > Internet Use February 28, 2025 The National Science Foundation (NSF) funded a project to explore the effect of internet use on perceived performance. With the increasing integration of technology into Read more > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Evaluation Projects - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Evaluation of Multimedia Fluid Mechanics CD-ROM AMSTAT Consulting’s work on this NSF-funded project aligned with the research priorities in higher education by evaluating the effectiveness of an innovative educational tool, the Read More » Climate Change Impact AMSTAT Consulting evaluated the impact of climate change on coastal wetlands and their associated communities. This project’s scope centered around the potential effects of rising Read More » Curriculum Evaluation AMSTAT Consulting evaluated and transformed an undergraduate school curriculum using empowerment evaluation, which is a form of higher education research that emphasizes civic engagement, stakeholder Read More » Effects of Exposure to Air Pollutants We evaluated the health impacts of air pollution exposure on vulnerable populations. This project’s scope and the current proposal involve spatial analysis and the evaluation Read More » Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Workforce Study - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Workforce Study Workforce evaluation AMSTAT Consulting conducts workforce evaluations that identify gaps, forecast trends, and optimize staffing strategies. The firm integrates advanced analytics with qualitative insights to inform data- driven decisions. It customizes solutions to improve recruitment, retention, and workforce performance for government agencies. HR Analytics AMSTAT Consulting delivers HR analytics that uncover patterns in employee behavior, performance, and engagement. The firm applies predictive models to support strategic planning and reduce turnover. It equips organizations with actionable insights to strengthen workforce development and organizational effectiveness. workforce demand and supply forecasting AMSTAT Consulting provides workforce demand and supply forecasting to guide strategic staffing and resource allocation. The firm uses time series models and labor market data to project workforce needs. It enables clients to align talent strategies with future operational requirements. Workforce Development strategy AMSTAT Consulting designs workforce development strategies that build skills, expand career pathways, and support long-term employment growth. The firm collaborates with agencies to align training programs with labor market demands. It delivers targeted solutions to strengthen talent pipelines and advance economic mobility. workforce gap forecasting AMSTAT Consulting forecasts workforce gaps by comparing projected labor supply with future demand. The firm identifies critical shortages to support targeted hiring and training strategies. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Evaluation - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us evaluation We offer various services to help federal and state governments achieve extraordinary results. Program Evaluation and Impact Assessment We conduct in-depth evaluations to assess program effectiveness, measure outcomes, and identify areas for improvement. Our evaluations are designed to give clients a clear view of their program’s impact, providing insights that enhance effectiveness and inform future strategies. Data Collection and Analysis We transform data into actionable insights using robust data collection methods and advanced analytical tools. Our services include survey design, qualitative and quantitative analysis, and custom data visualizations that help clients understand trends, challenges, and opportunities in their fields. Policy Analysis and Research Our team provides thorough policy research and analysis to help guide public and private sector decision-making. From regulatory analysis to policy implementation studies, we equip clients with the knowledge to shape policy and drive change. Continuous Quality Improvement (CQI) Our CQI services support ongoing improvement efforts, helping clients identify, implement, and measure changes that lead to better program performance and sustainable outcomes. Community and Stakeholder Engagement Effective engagement is essential to understanding and addressing the needs of diverse communities. We design and facilitate engagement processes that encourage meaningful stakeholder input, ensuring our clients have a complete perspective on the issues they aim to address. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Contact Us - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us contact us Ready to advance your project to the next phase? 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Submit Location 2100 Geng Rd Suite 210, Palo Alto, CA, 94303 +1 (650) 460-7431 Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Environment - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Driving Environmental Progress with Solutions Habitat conservation planning and implementation At AMSTAT Consulting, we collaborate with partners across sectors to craft habitat conservation strategies that protect critical ecosystems while supporting sustainable development. We are committed to preserving biodiversity and cooperating with government agencies, private industries, and communities to develop tailored, science-driven conservation plans that align ecological health with human needs. Environmental planning We partner with clients across industries to integrate responsible environmental planning into project development, balancing growth with ecological preservation. Our services cover every stage of the planning process, helping you navigate complex environmental regulations while prioritizing sustainability and community impact. Natural Resources We are dedicated to balancing human development with preserving natural ecosystems. Our natural resource management services combine environmental science, policy expertise, and innovative solutions to protect habitats, manage resources sustainably, and support resilient ecosystems. Stakeholder Engagement Successful environmental projects are built on solid partnerships with the communities they affect. Our stakeholder engagement services are designed to unite communities, businesses, and regulators to foster collaboration, transparency, and shared goals for a sustainable future. Fish and aquatic sciences We are passionate about preserving aquatic ecosystems and supporting sustainable management practices. Our experts provide comprehensive fish and aquatic sciences services, leveraging data-driven insights to protect species, improve habitats, and promote biodiversity across freshwater and marine environments. Regulatory compliance and permitting We navigate the complexities of regulatory compliance and permitting with confidence and expertise. Our tailored approach ensures your projects meet all environmental and operational requirements, helping you achieve your goals while upholding best practices for environmental stewardship. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Analytics Projects - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Firm Type Apple, interested in learning about the effect of firm types on performance, approached our team. Apple sought to understand the underlying factors contributing to performance Read More » Two-way ANCOVA The two-way ANCOVA is used to determine whether there is an interaction effect between two independent variables on a continuous dependent variable (i.e., if a Read More » Fraud Detection Bank of America entrusted us with a critical mission – to delve into the intricate realm of fraud indicators. Their objective was to bolster their Read More » Sales Ford Motor Company turned to us with a vital mission – to unravel the enigma of predicting their daily sales accurately. With an eye on Read More » Customer Churn Pacific Gas & Electric (PG&E) entrusted us with a crucial mission – identifying customers at risk of leaving their service. The client aimed to enhance Read More » Financial Markets Citi entrusted us with a pivotal mission – to craft comprehensive macroeconomics and financial markets outlooks. The client aimed to gain insights into the broader Read More » Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Education - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Advancing Equity and Innovation in Education Research and Evaluation Our team specializes in discovering and evaluating the impact of policies, programs, and interventions through rigorous research and evidence-based methodologies. We employ diverse research approaches to address complex challenges in education and related fields, ensuring actionable insights for stakeholders. Technical Assistance We are dedicated to fostering sustainable improvement in national, state, and local education systems by providing targeted, high-impact support. Our approach empowers education leaders, educators, and stakeholders to implement meaningful change. Innovations Our team is at the forefront of advancing education by designing, developing, and validating cutting-edge teaching and learning solutions. We are committed to creating tools and strategies that empower educators, engage learners, and drive measurable improvements in educational outcomes. Higher Education We are dedicated to transforming the higher education landscape by providing comprehensive support to colleges, universities, and postsecondary institutions. We aim to enhance access, equity, and success for diverse student populations while driving institutional excellence. Leadership We empower educational leaders at all levels—school, district, state, and national—to drive meaningful and sustainable change within their organizations. Through tailored support, evidence-based strategies, and cutting-edge tools, we help leaders build the skills and vision necessary to address today’s challenges and shape the future of education. Supporting Underserved and Disadvantaged Students We are deeply committed to advancing equity and access to education by supporting underserved and disadvantaged students. Our work addresses systemic barriers and creates opportunities for all learners to thrive. We empower students to achieve their potential through innovative programs, evidence-based strategies, and collaborative partnerships. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Qualitative Projects - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Barriers To Residential Electrification AMSTAT Consulting conducted a community needs assessment for a regional agency concerned about barriers to residential electrification. The client lacked precise data on how households Read More » Stress The National Institute of Health provided vital funding for a research project aimed at understanding the ability of individuals diagnosed with cancer to cope with Read More » Organizational Learning The National Science Foundation provided critical funding for a research project to unravel the role of leadership behavior in organizational learning. The client recognized the Read More » Unexpected Circumstances The National Science Foundation provided vital funding for a research project to explore how organizations respond to unforeseen circumstances. The client, recognizing the importance of Read More » Employees The National Science Foundation provided essential funding for a research project to gain a deep understanding of employees’ lived experiences within their workplaces. With the Read More » Business Success The National Science Foundation provided critical funding for a research project aimed at unraveling the role of leadership behavior in the success of businesses. The Read More » Prostate Cancer Screening The National Institute of Health funded a research project aimed at identifying and understanding the barriers that impede individuals from accessing prostate cancer screening, recognizing Read More » Managers’ Spirituality The National Science Foundation funded a research project to explore the role of managers’ spirituality in responsible managerial behavior. The client sought to understand the Read More » Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Biostatistics Projects - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Painkillers & Chronic Pain The National Institutes of Health (NIH) engaged our team to conduct a comprehensive survey-based study investigating the effect of painkillers on chronic pain management. The study’s Read More » Cancer NIH approached AMSTAT consulting to investigate blood transfusions’ safety and potential health risks. Specifically, the hospital aimed to determine whether there was a significant difference Read More » Bending Stiffness NIH entrusted our team with conducting a research initiative to explore variations in bending stiffness and strength based on fiber diameter. The objective was to Read More » Blood Pressure NIH recognized the need to understand the potential impact of cancer on their patient’s health, particularly concerning blood pressure. NIH hired our team of statistical Read More » Compound D-600 NIH embarked on a research endeavor to investigate the effect of compound D-600 on gluconeogenesis, which is a crucial metabolic process that affects human health. Read More » Allergic Patients Pfizer approached our statistical consulting team with a critical question: Are allergies significantly affecting treatment responses? Pfizer was committed to ensuring the effectiveness of their Read More » Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Home - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us 20 Years of National Recognition in Research Innovative solutions for your research. Our expert team is ready to partner with you to achieve extraordinary results. Request a consultation > Learn about us > step by step 01 Establishing your research questions 02 Getting your dataset ready for analysis 03 Conducting analyses our services Statistical consulting Explore now > Qualitative Analysis Explore now > Evaluation Explore now > Biometrics Explore now > AI, Software, & Analytics Explore now > industries We develop unique and innovative solutions tailored for every client Energy and Materials Environment Climate Social Science Government Workforce Education Health More about us > Why Us? Extensive Background We have doctorates from leading universities, such as Harvard , Stanford, and Columbia. 100 Years of Experience We include renowned scholars and talented professors with over 100 years of experience in quantitative and qualitative environmental, educational, social, medical, and energy research. Professional Team Our analysts are experts in statistical and qualitative analysis. They use various statistical and qualitative software packages. Data-Driven We are members in good standing of the Statistical Consulting section of the American Statistical Association. our clients “AMSTAT Consulting is a perfect example of poise, understanding, and patience. They diligently follow up and never lose their calm. I had a hundred questions and countless demands, and they took their time to listen and implement every one of my demands. I highly recommend AMSTAT Consulting!” Ibrahim Mohammed, MD, Former Health Specialist of UNICEF “We have been very pleased with working with AMSTAT Consulting. The service was custom-tailored and completed on time. The statistical report was detailed with excellent tables. The service cost was affordable for a start-up company such as EndoLogic! They are very detail-oriented and like to know the project thoroughly that is being analyzed.” Zamir S. Brelvi, MD, PhD, CEO of EndoLogic “They have been instrumental in helping with our statistical needs. In addition to their professionalism, they have been prompt and thorough with our requests. Their work is impeccable, and I recommend their services to anyone needing assistance with methods or interpretation. We plan on using AMSTAT Consulting for our future needs, and I am thrilled to have been introduced to them.” Raj Singhal, MD, Research Director of Pain Management at Phoenix Children's Hospital “We needed statistical analysis of research data. They called me and explained the process involved in data analysis. They were always very prompt, helpful, and intelligent and took the time to explain the various tests used in data analysis. Thank you so much!! We look forward to working with you in the future.” Haritha Boppana, MD, Physician of Prisma Health “I have worked closely with AMSTAT on data analysis/results of two research projects, so I know their expertise. The company provided reliable statistical analysis/results to translate into a publishable format on all accounts. They are conscientious experts who provide keen insights into appropriate statistical analysis given various data sets. I highly recommend them for your statistical support needs.” Vincent Salyers, EdD, Former Dean of Mount Royal University (Current Dean of Arizona College of Nursing) RECENT PROJECTS Gas Usage June 28, 2025 AMSTAT Consulting analyzed hourly gas usage across three climate zones to help a utility prioritize decommissioning zones. The client lacked detailed data on variation by Read more > Value/Supply Chain June 28, 2025 AMSTAT Consulting investigated why residential contractors and consumers resisted replacing gas space heating systems with electric alternatives. The public agency client sought to understand why Read more > Barriers To Residential Electrification June 28, 2025 AMSTAT Consulting conducted a community needs assessment for a regional agency concerned about barriers to residential electrification. The client lacked precise data on how households Read more > Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Ready to take your business to the next level? Reach out to us today and get a complimentary business review and consultation. Full Name Email Get a free consultation > Qualitative Analysis - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us QUALITATIVE ANALYSIS Uncovering insights and driving solutions: Your partner in qualitative research excellence Research questions and methods We provide the help you need to earn the data-based answers you request. We establish and operationalize your research questions. Get your dataset ready We can provide ample instruction on the methods used. We get your dataset ready for analysis. QUALITATIVE ANALYSIS Our analysts can help you with any or all of the following steps in qualitative analysis: Coding your qualitative data Identifying themes and sub-themes Providing frequencies and percentages for each theme and sub-theme Writing up the results, including tables and figures. QUALITATIVE ANALYSIS SOFTWARE We are experts in qualitative analysis software, including NVivo NUD*IST HyperResearch Atlas.ti MAXQDA Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Health - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Comprehensive Health Solutions for a Thriving Nation Health Policy and Program Development Our experts provide strategic guidance in shaping health policies and designing impactful programs. We help federal agencies develop policies that address critical health issues, improve access to care, and drive measurable health outcomes. Data Analytics and Research In a data-driven world, our analytics and research capabilities provide insights that fuel evidence-based decision-making. We use advanced data modeling and analysis to help agencies assess population health, measure program effectiveness, and identify emerging health trends. Digital Health Innovation We support modernizing federal health systems by implementing cutting-edge digital health solutions. Our team leverages telehealth, mobile health applications, and AI-powered platforms to expand access to quality care and enhance patient engagement. Public Health Preparedness and Response We work with federal agencies to strengthen public health infrastructure from disease prevention to emergency response. Our approach includes training, simulations, and resource planning to ensure communities are ready to face health crises. Health Equity and Community Engagement We are committed to improving health outcomes for all by addressing disparities in healthcare. We support agencies in reaching vulnerable populations through targeted outreach, culturally sensitive strategies, and promoting inclusive healthcare services. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Biometrics CRO - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us BIOMETRICS CRO SERVICES Delivering advanced data-based insights to support evidence-based decision-making OUR TEAM’S EXPERTISE We are members in good standing of the Statistical Consulting section of the American Statistical Association. Our diverse team of scientists brings a wealth of knowledge spanning pharmacology, physiology, therapeutics, and acute and chronic diseases, contributing to a comprehensive understanding of clinical research. As a CDISC member, we prioritize compliance and can deliver SDTM and ADaM packages tailored for regulatory submissions across various therapeutic areas. Biometrics CRO - Statistical Services Statistical input into study design & protocol development Adaptive study designs Sample size calculations Analysis plans Optimizing study success Identifying the primary endpoint Modeling and simulation Prediction of drug exposure Optimal evaluation of information for ongoing clinical trials Independent data monitoring committees Setting up randomisation schemes Multiplicity (optimally evaluate more than one outcome in a trial) Regulatory advice Observational and epidemiological studies Interpretation of results Data visualization Statistical training Biometrics CRO - Data Management Cross-functional biometrics team plans EDC, including accredited Medidata Rave support Paper CRF and hybrid options Risk-based monitoring IWRS CDASH standard datasets Database build and validation Data entry Extensive edit checking Clinical Team and Site training, mentoring, and support with EDC Site metrics for CRF completion and Query Resolution Continual Quality Control review, including audit trail logging MedDRA and WHODrug coding AMP, cell therapy studies, Observational, Device and Marketing studies 3rd party vendor oversight and data transfer planning Biometrics CRO - Data Science Development of bespoke visualizations to support data interpretation and monitoring Algorithm development and the use of machine learning to support precision medicine, e.g., predictive biomarkers Maximizing the value of patient-generated data such as wearables and biosensors. Application of machine learning and artificial intelligence techniques to maximize the value of clinical data and its metadata Identification of data sources and associated analytics to answer critical questions Development of data visualizations enabling teams to explore data independently Analysis of historical and operational data, providing data insights and driving benefit Integration & analysis of clinical data alongside Electronic Healthcare Records (EHRs), Real World Data (RWD) and other omics datasets Biometrics CRO - Medical Writing Document Management for Protocols Protocols & Amendments: Assistance from synopses to complete protocols and their crucial amendments. Consent Forms to Reports: Comprehensive assistance with informed consent forms, safety narratives, clinical study reports, and more. Regulatory Compliance Documents: Assistance with Patient information leaflets and annual safety reports. Expertise in Regulatory Submission Submission Documents: Specializing in IND, CTA, NDA/sNDA, MAA, NDS, and jNDA. Comprehensive Summaries: Preparation of clinical and non-clinical summaries (Module 2) and integrated summaries of efficacy and safety (Module 5). Reviewer Responses: Expert drafting of responses to agency reviewers, ensuring clarity and compliance. Regulatory Meetings & Risk Management Regulatory Briefings: Assistance with tailored documents for pre-IND, end of Phase 1/2/3, pre-NDA meetings, and more. Risk Management Plans: Development of plans to mitigate risks, ensuring your submissions are comprehensive and compliant. Biometrics CRO - Functional Service Provision Experienced Data Specialists Vital Role in Biopharma Research Growing Demand for Specialist Expertise Global Clinical Data Solution Expert Teams for Clinical Programs Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Social Science - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Empowering Communities and Enhancing Lives Health and Wellness Initiatives Our team designs health programs that improve access to quality care, preventive services, and mental health resources. We work with stakeholders to implement programs that promote holistic wellness and tackle issues such as substance use, chronic illness, and healthcare disparities. Education and Youth Development We aim to bridge achievement gaps and promote lifelong learning by creating innovative educational programs. We also ensure that students, teachers, and communities have the resources to foster positive outcomes in education and youth development. Housing Stability and Homelessness Prevention We collaborate with local agencies to address housing challenges, working on initiatives that prevent homelessness, improve housing stability, and support safe, affordable living environments for all. Workforce Development and Economic Empowerment From job training to skills development, our workforce programs are designed to provide individuals with pathways to meaningful employment. We support communities in building a resilient workforce that drives economic growth and opportunity. Community Engagement and Capacity Building True community progress begins at the local level. We help communities strengthen their capabilities through participatory approaches, engage local leaders, and support initiatives that build self-sufficiency and social cohesion. Research, Evaluation, and Data-Driven Insights We prioritize data-driven strategies in every program to ensure effectiveness and accountability. Our research and evaluation services provide essential insights to improve programs and maximize impact. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Statistics Projects - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Gas Usage AMSTAT Consulting analyzed hourly gas usage across three climate zones to help a utility prioritize decommissioning zones. The client lacked detailed data on variation by Read More » Value/Supply Chain AMSTAT Consulting investigated why residential contractors and consumers resisted replacing gas space heating systems with electric alternatives. The public agency client sought to understand why Read More » Internet Use The National Science Foundation (NSF) funded a project to explore the effect of internet use on perceived performance. With the increasing integration of technology into Read More » Depression This research project, funded by the National Institutes of Health (NIH), aimed to address a pressing concern related to the mental health and well-being of Read More » Energy Savings NextEra Energy sought to explore the effect of solar panel installation on homeowners’ energy savings. Recognizing the growing interest in renewable energy sources and sustainability, Read More » Political Parties This research project, funded by the National Science Foundation, aimed to investigate whether there were discernible differences in political party affiliation based on age. The Read More » Mathematics Performance We were involved in a research project commissioned by the National Science Foundation. The project’s objective was to explore the effect of motivation on students’ Read More » Bank Bank of America faced a pertinent question concerning its financial performance – Was there a meaningful relationship between the age of the bank and its Read More » Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Statistical Consulting - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us STATISTICAL CONSULTING Delivering advanced data-based insights to support evidence-based decision-making Research Questions and Methods We provide the help you need to earn the data-based answers you request. We establish and operationalize your hypotheses and research questions. We provide ample instruction on the methods used. Analysis and Write-up We can get your dataset ready for analysis. We conduct analyses and assess their assumptions. We write up the results, including tables and figures. STATISTICAL CONSULTING - STATISTICAL ANALYSIS Our analysts can design and perform the required statistical analyses. Here is a sample of some of the analytical tools with which we are familiar: T-test ANOVA ANCOVA Traditional regression Logistic regression MANOVA MANCOVA Factor analysis Survival analysis Time series analysis Correlation analysis Chi-square test Meta-analysis Cluster analysis Advanced techniques such as Structural Equation Modeling (SEM), Hierarchical Linear Modeling (HLM), and Path Analysis Design of experiments Response surface methodology Bayesian analysis Latent class analysis Longitudinal growth modeling Mixture models Linear mixed models Distribution analysis Predictive analytics Ensemble analysis De-identification Trend analysis Sensitivity analysis Negative binomial regression Interim analysis Decision trees Item analysis Nonparametric tests Statistical and decision modeling MaxDiff Segmentation analysis Conjoint/discrete choice analysis Propensity score analysis STATISTICAL CONSULTING - SOFTWARE We have expertise with virtually every statistical software package, including: SPSS SAS Stata R Mplus HLM Python SPSS Amos SPSS Modeler MATLAB JMP WinBUGS Minitab SYSTAT LISREL EQS SmartPLS WarpPLS EViews Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved Climate - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Shaping a Resilient Future Together Climate Resilience Planning Our experts help develop tailored plans that anticipate climate risks and incorporate adaptive measures to protect communities, infrastructure, and ecosystems. Emissions Reduction and Decarbonization We work with industries and public agencies to create strategies for achieving net-zero emissions, focusing on cleaner energy sources, efficient technologies, and carbon offset initiatives grounded in science and economic feasibility. Climate Risk Assessment and Modeling We equip organizations with data-driven insights into potential climate hazards through advanced climate modeling and risk assessments. This enables proactive planning and informed decision-making that accounts for long-term climate impacts. Climate Policy and Strategic Advisory Our team guides climate policy development, helping clients align with national and international standards, such as the Paris Agreement, and advising on regulatory compliance, incentives, and funding opportunities. Sustainable Community Development We support communities building sustainable and climate-resilient structures and practices. Our approach focuses on sustainable, equitable, and practical solutions, from renewable energy projects to green infrastructure. Climate and Environmental Education Public awareness is critical to sustainable climate action. We develop educational programs and outreach initiatives to engage stakeholders and raise awareness about climate impacts, environmental justice, and the importance of adaptation and mitigation efforts. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved AI, Software, & Analytics - AMSTAT Consulting Skip to content Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us AI, SOFTWARE, & ANALYTICS AI Solutions Harness the power of artificial intelligence to drive innovation and efficiency in government projects. Our AI solutions leverage machine learning and advanced analytics to automate processes, enhance decision-making, and unlock valuable insights. Software Engineering We develop secure, scalable, and high-performance software tailored to government needs. Our solutions ensure reliability, compliance, and seamless user experience, from system integration to custom application development. Data Analytics With our advanced analytics services, we turn complex data into actionable insights. Using statistical modeling, machine learning, and predictive analytics, we help government agencies optimize strategies, improve outcomes, and drive informed decisions. Government-Focused Expertise With decades of experience in public sector research and technology, we deliver solutions that align with regulatory requirements and strategic goals. Our AI, software engineering, and data analytics expertise ensures measurable impact and lasting value. Ready to advance your project to the next phase? Get in touch today and receive a complimentary consultation. Request a consultation > Menu Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Home Services Statistical Consulting Qualitative Analysis Evaluation Biometrics CRO AI, Software, & Analytics Industries Energy and Materials Environment Climate Social Science Government Workforce Education Health Projects Statistics Projects Biostatistics Projects Qualitative Projects Evaluation Projects Analytics Projects About Contact Us Get In Touch Office: 2100 Geng Road, Suite 210, Palo Alto, CA 94303 Phone: +1 (650) 460-7431 Subscribe to our newsletter for business insights & tips Email Subscribe Follow us Facebook Twitter AMSTAT Consulting All Rights Reserved
◈ Crawled Pages — Provenance Chain
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Law I — Provenance · Law III — Reverse Ontology · source: http://www.amstatisticalconsulting.com/ Visit Source ↗
Root-LD — Traveling Context Pod v1.0 · gdr-76d0e759 · three layers
48
Graph Edges
12,349
Tokens Measured
0.1897
Type-Token Ratio
24
Schema Blocks
35%
Schema Coverage
Root-LD is the traveling context pod for this entity — permanent, provenance-grounded. The head <script> block is machine-readable. This section shows the same data to humans. We show the work in both spaces.
Layer 1 — Anchor · Immutable after mint. UUID, federation_id, content hash, timestamps. A new crawl appends to recursive — the anchor is never touched. Law I — Provenance.
rld:anchor — gdr-76d0e759
{
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Layer 2 — Body · Complete measurement snapshot frozen at mint. Identity, SEO, schema graph, six-layer topology fingerprint, ratio signals, navigation. Law II — Temporal Attestation.
rld:body — amstatisticalconsulting.com
{
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    "PropertyValueSpecification",
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Layer 3 — Recursive · Empty at mint. Grows forever through accumulated corpus passes. Common edges (Law V), uncommon edges (Law VI), topology cluster scores. The graph builds itself. Law VII — Torus.
rld:recursive — edge_count=0
{
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}
Root-LD v1.0 · root-ld.org · Law I+II+VII root-ld.org ↗
Schema.org Intelligence scored · graph traversal · Law VI negative space
35% coverage · 13 types · 34 props · 48 gaps · click to expand
35%
Schema Utilization Score
PARTIAL COVERAGE — GAPS IDENTIFIED
schema.org v2.0.0 · 34 props extracted · 48 gaps · http://www.amstatisticalconsulting.com/
CreativeWorkWebPageReadActionImageObjectBreadcrumbListListItem
◈ Schema Graph — Three-Direction Traversal
Declared: WebPage · ReadAction · ImageObject · BreadcrumbList · ListItem · WebSite · SearchAction · EntryPoint · PropertyValueSpecification · Organization · Article · CommentAction · Person
✓ Implemented
urlownhttps://www.amstatisticalconsulting.com/
nameownHome - AMSTAT Consulting
isPartOfownhttps://www.amstatisticalconsulting.com/#website
aboutownhttps://www.amstatisticalconsulting.com/#organization
primaryImageOfPageownhttps://www.amstatisticalconsulting.com/#primaryimage
imageownhttps://www.amstatisticalconsulting.com/#primaryimage
thumbnailUrlownhttps://www.amstatisticalconsulting.com/wp-content/uploads/2025/01/epa.png
datePublishedown2024-12-25T21:02:11+00:00
dateModifiedown2026-04-03T05:38:10+00:00
descriptionownstatistical and qualitative analysis, quantitative and qualitative environmental, educational, social, and medical research
breadcrumbownhttps://www.amstatisticalconsulting.com/#breadcrumb
inLanguageownen-US
potentialActionown[ReadAction]
targetownhttps://www.amstatisticalconsulting.com/
contentUrlownhttps://www.amstatisticalconsulting.com/wp-content/uploads/2025/01/epa.png
widthown375
heightown250
itemListElementownHome
positionown1
publisherownhttps://www.amstatisticalconsulting.com/#organization
query-inputown[PropertyValueSpecification]
urlTemplateownhttps://www.amstatisticalconsulting.com/?s={search_term_string}
valueRequiredownTRUE
valueNameownsearch_term_string
logoownhttps://www.amstatisticalconsulting.com/#/schema/logo/image/
captionownAMSTAT Consulting
itemownhttps://www.amstatisticalconsulting.com/
authorowngrfsmgbyae
headlineownGas Usage
mainEntityOfPageownhttps://www.amstatisticalconsulting.com/gas-usage/
wordCountown235
commentCountown0
articleSectionownstatistics
sameAsownhttps://www.amstatisticalconsulting.com
✗ Not Implemented / Gap
priceRangegap
slogangap
keywordsgap
alternateNamegap
aggregateRatinggap
contactPointgap
openingHoursgap
legalNamegap
geogap
hasOfferCataloggap
foundingDategap
identifiergap
emailgap
areaServedgap
knowsAboutgap
numberOfEmployeesgap
addressgap
telephonegap
significantLinkgap
mainContentOfPagegap
reviewedBygap
speakablegap
lastReviewedgap
specialtygap
relatedLinkgap
fundinggap
providergap
genregap
accessModeSufficientgap
acquireLicensePagegap
temporalCoveragegap
thumbnailgap
displayLocationgap
archivedAtgap
digitalSourceTypegap
assessesgap
licensegap
CreativeWorkancestor +1schema.org/CreativeWork ↗12/111 (10%)
The most generic kind of creative work, including books, movies, photographs, software programs, etc.
wordCountpublisherthumbnailUrlcommentCountheadlineauthordatePublishedinLanguageaboutposition
fundingprovidergenreaccessModeSufficientacquireLicensePagetemporalCoveragethumbnaildisplayLocationarchivedAtdigitalSourceType
Thingancestor +2schema.org/Thing ↗7/13 (53%)
The most generic type of item.
sameAsnamemainEntityOfPagepotentialActiondescriptionurlimage
additionalTypeidentifierownersubjectOfalternateNamedisambiguatingDescription
SoftwareApplicationsibling via CreativeWorkschema.org/SoftwareApplication ↗23 exclusive
A software application.
fileSizecountriesSupportedfeatureListprocessorRequirementsstorageRequirementsreleaseNotessoftwareRequirementsoperatingSystem
MediaObjectsibling via CreativeWorkschema.org/MediaObject ↗18 exclusive
A media object, such as an image, video, audio, or text object embedded in a web page or a downloadable dataset i.e. DataDownload. Note that a creative work may
durationassociatedArticleheightstartTimeplayerTypesha256uploadDateineligibleRegion
VisualArtworksibling via CreativeWorkschema.org/VisualArtwork ↗13 exclusive
A work of art that is primarily visual in character.
weightheightcoloristartworkSurfaceartistartformdepthartEdition
CreativeWorkSeasonsibling via CreativeWorkschema.org/CreativeWorkSeason ↗10 exclusive
A media season, e.g. TV, radio, video game etc.
endDateseasonNumberactorepisodestartDatetrailernumberOfEpisodespartOfSeries
Coursesibling via CreativeWorkschema.org/Course ↗10 exclusive
A description of an educational course which may be offered as distinct instances which take place at different times or take place at different locations, or b
numberOfCreditssyllabusSectionseducationalCredentialAwardedhasCourseInstancetotalHistoricalEnrollmentfinancialAidEligiblecoursePrerequisitesoccupationalCredentialAwarded
MusicCompositionsibling via CreativeWorkschema.org/MusicComposition ↗10 exclusive
A musical composition.
recordedAsfirstPerformancelyricsmusicArrangementlyricistcomposeriswcCodemusicCompositionForm
TVSeriessibling via CreativeWorkschema.org/TVSeries ↗10 exclusive
CreativeWorkSeries dedicated to TV broadcast and associated online delivery.
containsSeasonmusicByactornumberOfSeasonsepisodetrailertitleEIDRnumberOfEpisodes
Reviewsibling via CreativeWorkschema.org/Review ↗9 exclusive
A review of an item - for example, of a restaurant, movie, or store.
itemReviewedassociatedClaimReviewpositiveNotesreviewAspectnegativeNotesassociatedMediaReviewreviewRatingassociatedReview
Clipsibling via CreativeWorkschema.org/Clip ↗9 exclusive
A short TV or radio program or a segment/part of a program.
endOffsetmusicBypartOfSeasonclipNumberactorpartOfSeriespartOfEpisodestartOffset
Episodesibling via CreativeWorkschema.org/Episode ↗9 exclusive
A media episode (e.g. TV, radio, video game) which can be part of a series or season.
durationmusicBypartOfSeasonactortrailerepisodeNumberpartOfSeriesproductionCompany
Messagesibling via CreativeWorkschema.org/Message ↗9 exclusive
A single message from a sender to one or more organizations or people.
toRecipientccRecipientdateReceivedrecipientdateReaddateSentbccRecipientmessageAttachment
HowTosibling via CreativeWorkschema.org/HowTo ↗8 exclusive
Instructions that explain how to achieve a result by performing a sequence of steps.
prepTimetoolstepyieldsupplyestimatedCosttotalTimeperformTime
Moviesibling via CreativeWorkschema.org/Movie ↗8 exclusive
A movie.
durationmusicByactortrailertitleEIDRsubtitleLanguageproductionCompanydirector
ExercisePlansibling via CreativeWorkschema.org/ExercisePlan ↗8 exclusive
Fitness-related activity designed for a specific health-related purpose, including defined exercise routines as well as activity prescribed by a clinician.
exerciseTypeworkloadintensityrepetitionsactivityFrequencyrestPeriodsadditionalVariableactivityDuration
HowToDirectionsibling via CreativeWorkschema.org/HowToDirection ↗8 exclusive
A direction indicating a single action to do in the instructions for how to achieve a result.
duringMediaprepTimetoolsupplybeforeMediatotalTimeperformTimeafterMedia
RealEstateListingchild / upgradeschema.org/RealEstateListing ↗+2 props
A [[RealEstateListing]] is a listing that describes one or more real-estate [[Offer]]s (whose [[businessFunction]] is typically to lease out, or to sell). The
datePostedleaseLength
MedicalWebPagechild / upgradeschema.org/MedicalWebPage ↗+1 props
A web page that provides medical information.
medicalAudience
QAPagechild / upgradeschema.org/QAPage ↗+0 props
A QAPage is a WebPage focussed on a specific Question and its Answer(s), e.g. in a question answering site or documenting Frequently Asked Questions (FAQs).
ContactPagechild / upgradeschema.org/ContactPage ↗+0 props
Web page type: Contact page.
AboutPagechild / upgradeschema.org/AboutPage ↗+0 props
Web page type: About page.
ProfilePagechild / upgradeschema.org/ProfilePage ↗+0 props
Web page type: Profile page.
CollectionPagechild / upgradeschema.org/CollectionPage ↗+0 props
Web page type: Collection page.
ItemPagechild / upgradeschema.org/ItemPage ↗+0 props
A page devoted to a single item, such as a particular product or hotel.
CheckoutPagechild / upgradeschema.org/CheckoutPage ↗+0 props
Web page type: Checkout page.
SearchResultsPagechild / upgradeschema.org/SearchResultsPage ↗+0 props
Web page type: Search results page.
FAQPagechild / upgradeschema.org/FAQPage ↗+0 props
A [[FAQPage]] is a [[WebPage]] presenting one or more "[Frequently asked questions](https://en.wikipedia.org/wiki/FAQ)" (see also [[QAPage]]).
◈ Structural Negative Type Space — Constitutional Law VI
◈ Action Branch

No structural connection to the Action branch. Graph position measurement. schema.org/Action ↗ · Law III — meaning is yours.

◈ BioChemEntity Branch

No structural connection to the BioChemEntity branch. Graph position measurement. schema.org/BioChemEntity ↗ · Law III — meaning is yours.

◈ Event Branch

No structural connection to the Event branch. Graph position measurement. schema.org/Event ↗ · Law III — meaning is yours.

◈ Intangible Branch

No structural connection to the Intangible branch. Graph position measurement. schema.org/Intangible ↗ · Law III — meaning is yours.

◈ MedicalEntity Branch

No structural connection to the MedicalEntity branch. Graph position measurement. schema.org/MedicalEntity ↗ · Law III — meaning is yours.

◈ Organization Branch

No structural connection to the Organization branch. Graph position measurement. schema.org/Organization ↗ · Law III — meaning is yours.

◈ Person Branch

No structural connection to the Person branch. Graph position measurement. schema.org/Person ↗ · Law III — meaning is yours.

◈ Place Branch

No structural connection to the Place branch. Graph position measurement. schema.org/Place ↗ · Law III — meaning is yours.

◈ Product Branch

No structural connection to the Product branch. Graph position measurement. schema.org/Product ↗ · Law III — meaning is yours.

◈ Taxon Branch

No structural connection to the Taxon branch. Graph position measurement. schema.org/Taxon ↗ · Law III — meaning is yours.

◈ Gap List (48 properties unmapped)
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+18 more gaps not shown
◈ Source Schema.org — Raw Extraction (24 blocks)
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◈ Source: http://www.amstatisticalconsulting.com/ · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/government/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/services-2-about-us/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/gas-usage/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/elementor-1398/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
Block 6 · @type: unknown
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◈ Source: https://www.amstatisticalconsulting.com/energy-and-materials/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/elementor-1389/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/evaluation-projects/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/workforce-study/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/evaluation/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/contact-us/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/environment/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/analytics-projects/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/education/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/qualitative-projects/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/biostatistics-projects/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/qualitative-analysis/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/health/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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◈ Source: https://www.amstatisticalconsulting.com/biometrics-cro/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
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        "url": "https://www.amstatisticalconsulting.com/wp-content/uploads/2024/12/AMSTAT-logo.png",
        "contentUrl": "https://www.amstatisticalconsulting.com/wp-content/uploads/2024/12/AMSTAT-logo.png",
        "width": 200,
        "height": 200,
        "caption": "AMSTAT Consulting"
      },
      "image": {
        "@id": "https://www.amstatisticalconsulting.com/#/schema/logo/image/"
      }
    }
  ]
}
◈ Source: https://www.amstatisticalconsulting.com/social-programs/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
Block 21 · @type: unknown
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "WebPage",
      "@id": "https://www.amstatisticalconsulting.com/analytics/",
      "url": "https://www.amstatisticalconsulting.com/analytics/",
      "name": "Statistics Projects - AMSTAT Consulting",
      "isPartOf": {
        "@id": "https://www.amstatisticalconsulting.com/#website"
      },
      "datePublished": "2025-01-02T05:52:12+00:00",
      "dateModified": "2025-01-05T04:07:15+00:00",
      "breadcrumb": {
        "@id": "https://www.amstatisticalconsulting.com/analytics/#breadcrumb"
      },
      "inLanguage": "en-US",
      "potentialAction": [
        {
          "@type": "ReadAction",
          "target": [
            "https://www.amstatisticalconsulting.com/analytics/"
          ]
        }
      ]
    },
    {
      "@type": "BreadcrumbList",
      "@id": "https://www.amstatisticalconsulting.com/analytics/#breadcrumb",
      "itemListElement": [
        {
          "@type": "ListItem",
          "position": 1,
          "name": "Home",
          "item": "https://www.amstatisticalconsulting.com/"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "Statistics Projects"
        }
      ]
    },
    {
      "@type": "WebSite",
      "@id": "https://www.amstatisticalconsulting.com/#website",
      "url": "https://www.amstatisticalconsulting.com/",
      "name": "AMSTAT Consulting",
      "description": "Quantitative and Qualitative Research",
      "publisher": {
        "@id": "https://www.amstatisticalconsulting.com/#organization"
      },
      "potentialAction": [
        {
          "@type": "SearchAction",
          "target": {
            "@type": "EntryPoint",
            "urlTemplate": "https://www.amstatisticalconsulting.com/?s={search_term_string}"
          },
          "query-input": {
            "@type": "PropertyValueSpecification",
            "valueRequired": true,
            "valueName": "search_term_string"
          }
        }
      ],
      "inLanguage": "en-US"
    },
    {
      "@type": "Organization",
      "@id": "https://www.amstatisticalconsulting.com/#organization",
      "name": "AMSTAT Consulting",
      "url": "https://www.amstatisticalconsulting.com/",
      "logo": {
        "@type": "ImageObject",
        "inLanguage": "en-US",
        "@id": "https://www.amstatisticalconsulting.com/#/schema/logo/image/",
        "url": "https://www.amstatisticalconsulting.com/wp-content/uploads/2024/12/AMSTAT-logo.png",
        "contentUrl": "https://www.amstatisticalconsulting.com/wp-content/uploads/2024/12/AMSTAT-logo.png",
        "width": 200,
        "height": 200,
        "caption": "AMSTAT Consulting"
      },
      "image": {
        "@id": "https://www.amstatisticalconsulting.com/#/schema/logo/image/"
      }
    }
  ]
}
◈ Source: https://www.amstatisticalconsulting.com/analytics/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
Block 22 · @type: unknown
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "WebPage",
      "@id": "https://www.amstatisticalconsulting.com/statistical-consulting/",
      "url": "https://www.amstatisticalconsulting.com/statistical-consulting/",
      "name": "Statistical Consulting - AMSTAT Consulting",
      "isPartOf": {
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      },
      "datePublished": "2025-01-02T03:26:30+00:00",
      "dateModified": "2025-05-08T08:23:45+00:00",
      "description": "Statistical consulting statistics company statistics consultant statistician consultant statistics consulting stats consulting",
      "breadcrumb": {
        "@id": "https://www.amstatisticalconsulting.com/statistical-consulting/#breadcrumb"
      },
      "inLanguage": "en-US",
      "potentialAction": [
        {
          "@type": "ReadAction",
          "target": [
            "https://www.amstatisticalconsulting.com/statistical-consulting/"
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        }
      ]
    },
    {
      "@type": "BreadcrumbList",
      "@id": "https://www.amstatisticalconsulting.com/statistical-consulting/#breadcrumb",
      "itemListElement": [
        {
          "@type": "ListItem",
          "position": 1,
          "name": "Home",
          "item": "https://www.amstatisticalconsulting.com/"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "Statistical Consulting"
        }
      ]
    },
    {
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      "@id": "https://www.amstatisticalconsulting.com/#website",
      "url": "https://www.amstatisticalconsulting.com/",
      "name": "AMSTAT Consulting",
      "description": "Quantitative and Qualitative Research",
      "publisher": {
        "@id": "https://www.amstatisticalconsulting.com/#organization"
      },
      "potentialAction": [
        {
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          "target": {
            "@type": "EntryPoint",
            "urlTemplate": "https://www.amstatisticalconsulting.com/?s={search_term_string}"
          },
          "query-input": {
            "@type": "PropertyValueSpecification",
            "valueRequired": true,
            "valueName": "search_term_string"
          }
        }
      ],
      "inLanguage": "en-US"
    },
    {
      "@type": "Organization",
      "@id": "https://www.amstatisticalconsulting.com/#organization",
      "name": "AMSTAT Consulting",
      "url": "https://www.amstatisticalconsulting.com/",
      "logo": {
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        "inLanguage": "en-US",
        "@id": "https://www.amstatisticalconsulting.com/#/schema/logo/image/",
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        "contentUrl": "https://www.amstatisticalconsulting.com/wp-content/uploads/2024/12/AMSTAT-logo.png",
        "width": 200,
        "height": 200,
        "caption": "AMSTAT Consulting"
      },
      "image": {
        "@id": "https://www.amstatisticalconsulting.com/#/schema/logo/image/"
      }
    }
  ]
}
◈ Source: https://www.amstatisticalconsulting.com/statistical-consulting/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
Block 23 · @type: unknown
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "WebPage",
      "@id": "https://www.amstatisticalconsulting.com/climate/",
      "url": "https://www.amstatisticalconsulting.com/climate/",
      "name": "Climate - AMSTAT Consulting",
      "isPartOf": {
        "@id": "https://www.amstatisticalconsulting.com/#website"
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      "datePublished": "2025-01-02T03:15:22+00:00",
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      },
      "inLanguage": "en-US",
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        }
      ]
    },
    {
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          "position": 1,
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          "item": "https://www.amstatisticalconsulting.com/"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "Climate"
        }
      ]
    },
    {
      "@type": "WebSite",
      "@id": "https://www.amstatisticalconsulting.com/#website",
      "url": "https://www.amstatisticalconsulting.com/",
      "name": "AMSTAT Consulting",
      "description": "Quantitative and Qualitative Research",
      "publisher": {
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      },
      "potentialAction": [
        {
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          "target": {
            "@type": "EntryPoint",
            "urlTemplate": "https://www.amstatisticalconsulting.com/?s={search_term_string}"
          },
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            "valueRequired": true,
            "valueName": "search_term_string"
          }
        }
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      "inLanguage": "en-US"
    },
    {
      "@type": "Organization",
      "@id": "https://www.amstatisticalconsulting.com/#organization",
      "name": "AMSTAT Consulting",
      "url": "https://www.amstatisticalconsulting.com/",
      "logo": {
        "@type": "ImageObject",
        "inLanguage": "en-US",
        "@id": "https://www.amstatisticalconsulting.com/#/schema/logo/image/",
        "url": "https://www.amstatisticalconsulting.com/wp-content/uploads/2024/12/AMSTAT-logo.png",
        "contentUrl": "https://www.amstatisticalconsulting.com/wp-content/uploads/2024/12/AMSTAT-logo.png",
        "width": 200,
        "height": 200,
        "caption": "AMSTAT Consulting"
      },
      "image": {
        "@id": "https://www.amstatisticalconsulting.com/#/schema/logo/image/"
      }
    }
  ]
}
◈ Source: https://www.amstatisticalconsulting.com/climate/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
Block 24 · @type: unknown
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "WebPage",
      "@id": "https://www.amstatisticalconsulting.com/ai-software-analytics/",
      "url": "https://www.amstatisticalconsulting.com/ai-software-analytics/",
      "name": "AI, Software, &amp; Analytics - AMSTAT Consulting",
      "isPartOf": {
        "@id": "https://www.amstatisticalconsulting.com/#website"
      },
      "datePublished": "2025-02-20T20:07:14+00:00",
      "dateModified": "2025-02-20T20:54:23+00:00",
      "description": "AI, Software, Analytics, Data Analytics, Big Data, Data Science",
      "breadcrumb": {
        "@id": "https://www.amstatisticalconsulting.com/ai-software-analytics/#breadcrumb"
      },
      "inLanguage": "en-US",
      "potentialAction": [
        {
          "@type": "ReadAction",
          "target": [
            "https://www.amstatisticalconsulting.com/ai-software-analytics/"
          ]
        }
      ]
    },
    {
      "@type": "BreadcrumbList",
      "@id": "https://www.amstatisticalconsulting.com/ai-software-analytics/#breadcrumb",
      "itemListElement": [
        {
          "@type": "ListItem",
          "position": 1,
          "name": "Home",
          "item": "https://www.amstatisticalconsulting.com/"
        },
        {
          "@type": "ListItem",
          "position": 2,
          "name": "AI, Software, &amp; Analytics"
        }
      ]
    },
    {
      "@type": "WebSite",
      "@id": "https://www.amstatisticalconsulting.com/#website",
      "url": "https://www.amstatisticalconsulting.com/",
      "name": "AMSTAT Consulting",
      "description": "Quantitative and Qualitative Research",
      "publisher": {
        "@id": "https://www.amstatisticalconsulting.com/#organization"
      },
      "potentialAction": [
        {
          "@type": "SearchAction",
          "target": {
            "@type": "EntryPoint",
            "urlTemplate": "https://www.amstatisticalconsulting.com/?s={search_term_string}"
          },
          "query-input": {
            "@type": "PropertyValueSpecification",
            "valueRequired": true,
            "valueName": "search_term_string"
          }
        }
      ],
      "inLanguage": "en-US"
    },
    {
      "@type": "Organization",
      "@id": "https://www.amstatisticalconsulting.com/#organization",
      "name": "AMSTAT Consulting",
      "url": "https://www.amstatisticalconsulting.com/",
      "logo": {
        "@type": "ImageObject",
        "inLanguage": "en-US",
        "@id": "https://www.amstatisticalconsulting.com/#/schema/logo/image/",
        "url": "https://www.amstatisticalconsulting.com/wp-content/uploads/2024/12/AMSTAT-logo.png",
        "contentUrl": "https://www.amstatisticalconsulting.com/wp-content/uploads/2024/12/AMSTAT-logo.png",
        "width": 200,
        "height": 200,
        "caption": "AMSTAT Consulting"
      },
      "image": {
        "@id": "https://www.amstatisticalconsulting.com/#/schema/logo/image/"
      }
    }
  ]
}
◈ Source: https://www.amstatisticalconsulting.com/ai-software-analytics/ · Fetched: 2026-05-13T13:41:52Z · Law I — Provenance
schema.org v2.0.0 · source: http://www.amstatisticalconsulting.com/ schema.org/WebPage ↗
Semantic Words 40 words · frequency ranked · Law III
40 words · top 5: projects · qualitative · evaluation · analytics · consulting · click to expand
Top 40 words by frequency from http://www.amstatisticalconsulting.com/ + 24 interior pages (11,531 words total). Stop-words stripped. Ranked by repetition.
#1projects592x · 7.04%
#2qualitative215x · 2.56%
#3evaluation215x · 2.56%
#4analytics215x · 2.56%
#5consulting195x · 2.32%
#6analysis158x · 1.88%
#7statistical139x · 1.65%
#8health139x · 1.65%
#9climate122x · 1.45%
#10services117x · 1.39%
#11workforce117x · 1.39%
#12education116x · 1.38%
#13science115x · 1.37%
#14energy114x · 1.36%
#15software109x · 1.3%
#16government108x · 1.28%
#17biometrics106x · 1.26%
#18social104x · 1.24%
#19industries103x · 1.23%
#20materials103x · 1.23%
#21cro103x · 1.23%
#22environment100x · 1.19%
#23statistics98x · 1.17%
#24biostatistics98x · 1.17%
#25amstat94x · 1.12%
#26data82x · 0.98%
#27research60x · 0.71%
#28insights55x · 0.65%
#29subscribe50x · 0.59%
#30project43x · 0.51%
#31touch42x · 0.5%
#32consultation37x · 0.44%
#33client32x · 0.38%
#34support30x · 0.36%
#35business30x · 0.36%
#36gas29x · 0.34%
#37help28x · 0.33%
#38ready27x · 0.32%
#39geng26x · 0.31%
#40suite26x · 0.31%
Law III — frequency measured, meaning is the reader's · source: http://www.amstatisticalconsulting.com/
Text Topology Fingerprint v1.0.0 · very_long · 94,605 chars · Law III
Six-layer pre-linguistic shape measurement. Deterministic. Same input, same output, always. Hash: aa97994344ea22c70521384fe1554151...
◈ Signal Matrix
0.190
TTR
0.109
HAPAX
0.891
REP
0.673
BIGRAM
0.576
H2T
0.442
CPRT
3.133
SKEW
8.597
KURT
1.773
C/P
1.597
PENT
0.750
S1P
0.001
NASC
TTR=type-token ratio · HAPAX=hapax ratio · REP=repetition score · BIGRAM=bigram repetition · H2T=hapax-to-type · CPRT=capital token ratio · SKEW=sentence skewness · KURT=sentence kurtosis · C/P=comma-period ratio · PENT=punct entropy · S1P=single-sent para ratio · NASC=non-ASCII ratio
◈ Topology Position
Latin dominant · narrow vocabulary range · short-form declarative register · high clause nesting · narrow topic focus · moderate uncommon edge signal
◈ Six Measurement Layers
Layer 1 — Character
0.0010
Non-ASCII Ratio
0.0 = Latin-dominant · 1.0 = fully non-Latin script
Layer 1 — Character
3.2497
Character Entropy
Shannon entropy of character distribution.
Layer 1 — Character
'e' (7958x)
Most Frequent
Highest-frequency character. Law V — common edge.
Layer 2 — Token
0.1897
Type-Token Ratio
Unique tokens / total tokens. Lexical diversity signal.
Layer 2 — Token
0.1093
Hapax Ratio
Tokens appearing exactly once. Law VI — uncommon edge.
Layer 6 — Document
0.5764
Hapax to Type
Hapax count / unique token count.
Layer 3 — Punctuation
1.7726
Comma/Period Ratio
Clause complexity per sentence.
Layer 3 — Punctuation
1.5971
Punct Entropy
Shannon entropy across punctuation types.
Layer 4 — Sentence
363
Sentence Count
Total detected sentences across all crawled pages.
Layer 4 — Sentence
3.1334
Skewness
Positive = long-tail. Negative = conversational.
Layer 5 — Paragraph
0.7500
Single Sent Ratio
High = web copy. Low = academic prose.
Layer 6 — Document
0.8907
Repetition Score
Tokens appearing more than once / total.
◈ Token Length Distribution
1-3
22%
4-6
25%
7-10
43%
11-15
10%
16-20
0%
21+
0%
◈ Density Gradient — TTR per Document Tenth
Front-loaded = abstract/preamble · Flat = consistent prose · Back-loaded = building complexity
◈ Lexical Richness Curve — Rolling Window TTR
0.620.98
Window=50 tokens · Step=25 · 492 data points
topology_fingerprint.py v1.0.0 · sha256: aa97994344ea22c7... · Law III + Law VI
Ratio Signals 8 deterministic measurements · the gap is the signal
Eight deterministic measurements. Law I: every value traces to its source stage.
schema density
0.8500
Schema props extracted / top semantic words.
nav ratio
0.1467
Nav URLs / total internal URLs.
content to structure ratio
0.0918
Total words / raw HTML bytes. Content density.
external tld diversity
2
Unique TLD count in outbound links.
self declaration coherence
0.1771
Fuzzy overlap across title / H1 / meta / schema name.
schema to nav alignment
0.0000
Schema type tokens vs nav link text overlap.
javascript surface ratio
0.0000
Fraction of interior pages JS-gated.
URL Depth Distribution
depth_0: 26 · depth_1: 47 · depth_2: 29 · depth_3plus: 48
Internal URLs by path depth. Depth 0 = root.
Tech Stack · Security · Freshness SecurityLabel.MINIMAL · FreshnessLabel.CURRENT
Sitemap: ✗Robots.txt: ✗Schema.org: ✓Open Graph: ✓Canonical: ✓HTTPS: ✓HSTS: ✓CSP: ✗
Security
SecurityLabel.MINIMAL
Freshness
FreshnessLabel.CURRENT
Server
cloudflare
cmsWordPress
cdnCloudflare
web_servercloudflare
analytics['Google Analytics', 'Google Tag Manager']
Ledger Appends 14 ledgers · graph edge traversal · Law V+VII
Every ledger this entity appends to. Follow any link to see every other entity in the registry that shares that TLD or schema type. Law VII — Torus. The corridor never ends.
TLD LEDGER
.com
https://globaldataregistry.com/registry/tld/ledger/com ↗
SCHEMA LEDGER
webpage
https://globaldataregistry.com/registry/schema/ledger/webpage ↗
SCHEMA LEDGER
readaction
https://globaldataregistry.com/registry/schema/ledger/readaction ↗
SCHEMA LEDGER
imageobject
https://globaldataregistry.com/registry/schema/ledger/imageobject ↗
SCHEMA LEDGER
breadcrumblist
https://globaldataregistry.com/registry/schema/ledger/breadcrumblist ↗
SCHEMA LEDGER
listitem
https://globaldataregistry.com/registry/schema/ledger/listitem ↗
SCHEMA LEDGER
website
https://globaldataregistry.com/registry/schema/ledger/website ↗
SCHEMA LEDGER
searchaction
https://globaldataregistry.com/registry/schema/ledger/searchaction ↗
SCHEMA LEDGER
entrypoint
https://globaldataregistry.com/registry/schema/ledger/entrypoint ↗
SCHEMA LEDGER
propertyvaluespecification
https://globaldataregistry.com/registry/schema/ledger/propertyvaluespecification ↗
SCHEMA LEDGER
organization
https://globaldataregistry.com/registry/schema/ledger/organization ↗
SCHEMA LEDGER
article
https://globaldataregistry.com/registry/schema/ledger/article ↗
SCHEMA LEDGER
commentaction
https://globaldataregistry.com/registry/schema/ledger/commentaction ↗
SCHEMA LEDGER
person
https://globaldataregistry.com/registry/schema/ledger/person ↗
Law V — Common Edge · Law VII — Torus · 14 ledger appends
Build: national-transit-v1.0.0 Spec: Root-LD v1.0 Status: LIVE Minted: 2026-05-13
amstatisticalconsulting.com · gdr-76d0e759
amstatisticalconsulting.com is recorded in the Global Data Registry — open provenance infrastructure for the machine-readable web.
View the Registry →