Measure the effect of a decision.
Applied quasi-experimental causal inference and machine learning to employee incentives, hiring practices, and the impact of talent selection tools.
Difference-in-differences · Matching · Random forests
RESEARCH RIGOR. BUSINESS INSIGHT.
I’m Jingze Jiang—Full Professor of Economics and former Capital One Quantitative Leadership. Through JingSaw, I partner with leadership teams to evaluate strategic decisions, deploy applied AI, and automate high-stakes workflows.
01 / APPLIED EXPERIENCE
From enterprise people analytics to university reporting, my work connects rigorous methods with decisions and operations.
CAPITAL ONE · PEOPLE STRATEGY & ANALYTICS
Senior Manager, 2023–2024 · Manager, 2021–2023
Delivered insights to C-suite leaders, partnering with legal, risk management, and industrial-organizational psychology teams.
Explore my experience on LinkedInApplied quasi-experimental causal inference and machine learning to employee incentives, hiring practices, and the impact of talent selection tools.
Difference-in-differences · Matching · Random forests
Built an analytical engine to streamline adverse-impact analysis across hiring, promotion, and termination, and led a team developing a talent metric system.
Developed monitoring strategies for a talent selection model and worked with the Model Risk Officer on model governance.
PENNWEST UNIVERSITY · ACCREDITATION AUTOMATION
110hours saved
per reporting cycle, across 34 classes
Built Python systems for ACBSP accreditation reporting, supported by standardized data procedures and faculty training.
Also built a Middle States assessment dashboard to identify reporting gaps and prioritize support.
Explore workflow consulting at JingSaw02 / RESEARCH IN PRACTICE
I am the lead or solo author of every publication featured here. Economic modeling and empirical analysis of risk, incentives, and policy.
When does switching to biodegradable materials make economic sense? This research models the costs, incentives, and long-term consequences of agricultural plastic use.
The model shows how biodegradable mulches and economic incentives can reduce long-term plastic pollution—while accounting for production and disposal costs.
THE ANALYTICAL APPROACH
Model the trade-offsProduction, materials, and disposal
Account for uncertaintyPrivate and social perspectives
Evaluate incentivesHow policy changes the choice
Agricultural and Resource Economics Review
Jiang, Marsh & Belasco · 2025
MARKET RISK
2020Oil and stock-market shocks spread to the energy pipeline sector. Volatility transmission increased after the 2007–2008 financial crisis.
Volatility analysis · Cross-hedging
BEHAVIOR & INCENTIVES
2016A model of reusable-bag programs shows how rewards and peer pressure can reduce plastic-bag use while increasing participating stores’ profits.
Economic modeling · Consumer behavior
CLIMATE & FINANCIAL RISK
2019La Niña strengthened the connection between U.S. soybean prices and water equities, with implications for managing agricultural risk.
Empirical analysis · Risk spillovers
POLICY & BUSINESS EXPOSURE
2015The analysis identifies two-way volatility transmission between corn and plastics, and stronger corn–oil links following EISA 2007.
Econometrics · Price transmission
Newest first. Full titles, authors, publication details, and DOI links.
JOURNAL ARTICLE · OPEN ACCESS · LEAD AUTHOR
Jingze Jiang, Thomas L. Marsh & Eric Belasco
Agricultural and Resource Economics Review, 54(2), 495–523.
BOOK CHAPTER · LEAD AUTHOR
Jingze Jiang & Thomas L. Marsh
In Stéphane Goutte & Duc Khuong Nguyen (eds.), Handbook of Energy Finance: Theories, Practices and Simulations, chapter 12, 267–299. World Scientific.
JOURNAL ARTICLE · LEAD AUTHOR
Jingze Jiang & T. Randall Fortenbery
Applied Economics, 51(11), 1133–1150.
JOURNAL ARTICLE · SOLO AUTHOR
Jingze Jiang
Journal of Industry, Competition and Trade, 16(2), 155–190.
JOURNAL ARTICLE · LEAD AUTHOR
Jingze Jiang, Thomas L. Marsh & Peter R. Tozer
Energy Economics, 52, 217–227.
Jingze Jiang. Selected poster, Agricultural & Applied Economics Association annual meeting.
Jingze Jiang & Thomas L. Marsh. Related published chapter listed above (2020).
Jingze Jiang, Thomas L. Marsh & Peter R. Tozer. Related journal article listed above (2015).
03 / THE PERSON BEHIND THE WORK
Full Professor of Economics and Quantitative Analysis at PennWest University. Founder & Principal Consultant of JingSaw LLC.
Ph.D. in Economics. M.S. in Statistics. A foundation for framing questions, testing assumptions, and following the evidence.
Explore my researchCausal inference, repeatable analytics, and model governance—experience connecting technical work to executive decisions at Capital One.
See industry experiencePython automation put into practice at PennWest. Through JingSaw, I help organizations improve workflows and adopt AI responsibly.
Partner on AI & workflow automationYOUR NEXT STEP · JINGSAW LLC
Need to evaluate a decision, improve a workflow, or apply AI?
Explore my consulting practice at JingSaw.