In this episode of the WorkTech Podcast, host George LaRocque sits down with Rajiv Chandrasekaran, Founder and Managing Director of Where You Work Matters and Managing Director at the Schultz Family Foundation, for an unvarnished look at a fundamental paradigm shift in human resources: the death of the "employee sentiment" era. Chandrasekaran, a former senior journalist at The Washington Post who later spent years working alongside Starbucks leader Howard Schultz to scale frontline economic opportunity, brings a pragmatic, data-first perspective to labor market quality. Built as a philanthropic collaboration between the Schultz Family Foundation, Matt Sigelman’s Burning Glass Institute, and Harvard Business School’s Managing the Future of Work project led by Joe Fuller, Where You Work Matters (WYWM) delivers an empirical, big-data autopsy of the American career path.
Replacing Survey Guesswork with Hard Outcomes
For decades, the HR technology space has relied heavily on annual employee surveys, sentiment analysis, and pay-to-play "Best Place to Work" badges. As LaRocque notes on 1WorkTech, employee sentiment is merely a snapshot of how workers feel on a given day, often masking stagnant wages, lack of promotion, and systemic career paralysis. Where You Work Matters renders these legacy self-reporting mechanisms obsolete by replacing subjective opinion with verified worker outcomes.
Instead of asking companies to submit PR surveys or querying small sample groups about their mood, the WYWM engine analyzes the actual career progressions of over 12 million American workers across 1,750 of the country's largest public, private, and non-profit employers over a five-year period. By mining hundreds of millions of data points—including Burning Glass career history data, LinkedIn profiles, online resumes, Lightcast job postings, and Glassdoor compensation sets—the platform uses advanced algorithms to normalize job titles. This allows the index to perform true "apples-to-apples" comparisons at the occupational level rather than treating corporate brands as monoliths.
Role-Level Realities and Frontline Mobility
EnginesAssessing nearly 55,000 unique occupations across Early Career, Growth Stage, and Stability archetypes, the initiative proves that two workers doing the exact same job can experience radically different career trajectories based purely on employer practices. Comparing workers in platinum-rated occupations against peers in average unrated roles for the same job, workers in platinum roles are 26% more likely to stay past three years, 68% more likely to be promoted internally within five years, and earn 48% more in total compensation. For a standard administrative assistant, working at a platinum-rated firm versus an unrated company translates to an extra $1.2 million in lifetime compensation.
The data also reveals that "sector is not destiny". Out of 138 financial services firms evaluated for financial analysts, only six earn platinum ratings across all three archetypes. Meanwhile, 27 non-financial enterprises—such as Nike, General Mills, and Liberty Mutual—rate as platinum for financial analysts, proving that "islands of excellence" exist across non-tech and non-finance companies. Similarly, Platinum employers for Retail Sales Clerks yield a 247% higher likelihood of internal promotion and 91% higher wages, turning frontline entry points into primary internal talent pipelines.
Building "Mobility Muscle" for the AI Era
For enterprise CHROs and Talent Acquisition executives, Where You Work Matters provides an unbiased, non-commercial yardstick. Free from subscription paywalls or consulting upsells, this public-interest project allows leaders to benchmark internal pay, retention, and mobility against 55,000 occupational standards. As artificial intelligence reshapes job categories, Chandrasekaran emphasizes that resilient companies will be those that build deep "mobility muscle"—the organizational capability to train, retain, and transition staff laterally from within.
Key Takeaways
- The End of the "Sentiment" Era: Where You Work Matters replaces pay-to-play corporate surveys and subjective mood polls with a big-data autopsy of 12 million real worker progressions across 1,750 major U.S. employers.
- Occupational Precision & "Islands of Excellence": By evaluating 55,000 unique roles across Early Career, Growth, and Stability archetypes, the index proves that specific departments (like financial analysts at CarMax or tech teams at non-tech firms) can outperform traditional industry benchmarks.
- The $1.2M Compounding Advantage: Workers in Platinum-rated roles earn 48% more on average, are 68% more likely to be promoted internally within five years, and can accumulate up to $1.2 million more in lifetime earnings for roles like administrative assistants.
- Frontline Mobility Engines: Platinum-rated employers for Retail Sales Clerks offer a 247% higher likelihood of internal promotion and 91% higher wages, proving that frontline roles can serve as primary internal talent pipelines at the right companies.
- Building "Mobility Muscle" for AI: Enterprise resilience in the age of AI depends on internal mobility muscle—the operational ability to train, re-skill, and transition existing staff into new roles rather than relying solely on external hiring.
On this episode Rajiv and George discuss Where You Work Matters list, Rajiv Chandrasekaran Schultz Family Foundation, Burning Glass Institute labor market data, End of employee sentiment surveys, Occupational level career mobility, Frontline worker promotion rates, Internal talent pathways AI era, Enterprise TA benchmarking data, Public interest labor market intelligence. Learn more at https://www.whereyouworkmatters.org/
Get more of WorkTech's market analysis at https://1worktech.com
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