Research

Workers are among an organization’s most important assets, yet organizations do not have complete control over the workforces they assemble. My research examines how organizational workforces take shape, from the internal and external environments that constrain who becomes available and considered, to the evaluative processes that determine who is ultimately selected.

Stream I

Demographic Constraints on Recruitment

Organizations can only select from available and visible candidates. This pool is shaped by existing workforce structures, local labor markets, and competing employers. This stream examines how these interdependencies constrain or enable the workforces organizations can build.

Stream II

Evaluative Processes and Inherited Judgements

Selection, too, does not happen in a vaccum. Prior judgments, including promotions, ratings, credentials, and algorithmic assessments, become inputs into later decisions. This stream examines how evaluators interpret inherited judgments in light of the conditions under which they were produced.

Stylized hierarchy with demographic variation across levels

Attending to the Hierarchy: Job Seeker Responses to Diversity Signals and the Perpetuation of Labor Market Segregation

Job market paper · R&R at Administrative Science Quarterly

Summary

I introduce Hierarchical Demographic Configurations (HDCs) to capture the racial composition of supervisors, peers, and subordinates surrounding a focal position. A conjoint experiment shows that job seekers interpret diversity differently across these relations of authority and dependence, and that HDCs predict choices better than aggregate diversity measures. Agent-based simulations then show that modest tier-specific preferences, repeated across workers and time, are sufficient to generate persistent segregation even without discriminatory gatekeeping.

Stylized workplaces located in differently composed neighborhoods

Spatial Racial Congruence: Localized Demographic Differences and Workplace Diversity

Working paper

Summary

Using EEO-1 and Census data for 27,812 establishments employing more than five million workers, I examine how the racial composition of an establishment's immediate neighborhood relates to its workforce beyond the available local labor pool. Matched comparisons across adjacent neighborhoods and within the same firm across locations show persistent local demographic patterns, especially in customer-facing settings and for professionals in healthcare.

Stylized organizations drawing workers from a shared labor market

Competing for Diverse Talent

Work in progress · EEO-1 and Revelio data

Summary

I examine how segregation among incumbent employers interacts with local pool demographic composition to constrain a new organization's ability to assemble a diverse workforce. The project treats organizations as localized, interdependent competitors for workers rather than as actors with complete control over their hiring prospects, asking how field-level composition conditions the demographic possibilities available to individual firms.

Stylized diverse group with an upward pathway

A Positive Approach to Organizational Diversity Research

With Elizabeth Johnson, Lakshmi Ramarajan, and David Thomas · Conditionally accepted, Oxford Handbook of Positive Organizational Scholarship

Summary

We develop a positive-deviance approach to diversity research. Rather than asking whether diversity is beneficial on average, we focus on the mechanisms that produce unusually inclusive relationships, advancement pathways, and high-performing diverse groups. The chapter shifts attention to the organizational conditions under which diverse workforces function particularly well.

Stylized workforce composition connected to firm performance

Organizational Diversity and Firm Performance

With Frank Dobbin and Alexandra Kalev · Work in progress

Summary

Using EEO-1 workforce reports linked with Compustat financial data, we examine how ethnoracial diversity and internal segregation relate to firm performance. The project extends my structural stream from the formation of demographic arrangements to their organizational consequences.

Stylized promotion signal carried from one evaluation to another

Gender and Past Promotions in Engineering: How Context-Amplified Signals Shape Women's Advancement in Male-Dominated Professions

With Lakshmi Ramarajan · Under review at Organization Science

Summary

We develop the concept of context-amplified signals to explain why the same career achievement can carry different informational value depending on who earned it and where. Longitudinal promotion data and a complementary experiment show that women's prior promotions carry greater value when earned in male-dominated settings, where evaluators infer that success was harder won. Demographic context therefore travels with credentials and shapes how later evaluators read them.

Stylized sequence of linked evaluative stages

A Sequential-Loci Theory of Evaluative Disruption

Theory paper

Summary

I model evaluation as an ordered production process rather than a single act. The theory distinguishes eight loci — from specifying outcomes and criteria through curating signals, assessing qualities, ordering alternatives, and allocating outcomes. Through evaluative inheritance, each locus passes an altered evaluative product to the next. The framework helps explain how distinct mechanisms can produce similar disparities, why bias may appear at some stages but not others, and why improving judgments does not necessarily improve outcomes.

Stylized algorithmic evaluation passed to a human evaluator

Human Responses to Algorithmic Evaluations in Hiring

With Lakshmi Ramarajan · Early-stage field project

Summary

We extend evaluative inheritance to human–algorithmic handoffs in hiring. As first-round algorithmic assessments increasingly precede human review, later evaluators must decide whether to endorse or override a judgment they did not produce. In partnership with a large nonprofit, we are developing a field study of how AI assessments of nontraditional candidates are interpreted, accepted, and revised by subsequent human evaluators.