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Excess Returns

We Asked the Data Journalist Who Rebuilt the Jobs Report What the Headline Number Hides

Sep 26, 2026

0:00-1:13:43 / 1:13:43
 

About this episode

What are headline jobs and inflation numbers missing about the economy investors actually face? Eric Pachman of Data 4 The People joins Matt Zeigler to examine how a changing workforce, rising fuel costs, and differences in household spending could affect inflation, consumer demand, and corporate margins. Using interactive data tools, Eric looks beneath monthly payroll reports, maps changes in America's labor force, and traces how diesel prices can work their way into retail prices. He also shares a grocery-price study that challenged his own assumptions about CPI and explains how he is using AI to make rigorous data journalism more accessible. Topics covered: Why monthly jobs reports need context, including survey uncertainty and revisions How to spot unusual industry-level payroll changes and assess the quality of jobs added What county-level labor force trends reveal about aging and rural America Eric Pachman's research on foreign-born workers and the limits of replacement assumptions How a shrinking supply of workers could create pressure on service prices How diesel costs flow through freight surcharges, retailer margins, and consumer prices What to watch for in retailer earnings calls as companies weigh price increases Why household income, driving habits, and spending patterns change the experience of inflation What Eric Pachman's Kroger study found about CPI, the Thrifty Food Plan, and store brands Using AI to test assumptions and expand access to data journalism Explore Eric Pachman's research and interactive tools: https://www.data4thepeople.com/ The Men Who Vanished: Testing Labor Market Displacement https://www.data4thepeople.com/p/the-men-who-vanished How do the government's grocery prices stack up against the real ones? https://www.data4thepeople.com/p/kroger-shelf-vs-cpi-thrifty-food-plan/ Chapters: 00:00 Introduction and Data 4 The People's mission 09:20 Spotting unusual changes in the jobs data 18:27 Mapping America's changing labor force 27:00 Foreign-born workers, aging, and labor supply 34:51 Energy costs and the path to consumer inflation 47:49 Why your inflation experience differs from CPI 56:12 Personal inflation tools and testing grocery prices 1:02:36 AI, data journalism, and challenging your own bias 1:11:17 Where to find Eric Pachman's work and tools Learn more about the Excess Returns podcast network: https://excessreturns.co No information discussed in this podcast should be construed as investment advice. Securities discussed may be held by the hosts and guests, their firms or their clients.