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Firm, Market, and Equilibrium Responses to Behavioral Frictions

Learning Objectives

By the end of Week 8, students should be able to:

  1. explain why worker-level behavioral wedges do not map one-for-one into observed market outcomes;

  2. classify firm responses as exploitation, accommodation, insurance, or screening, sorting, and segmentation;

  3. identify the market conditions under which behavioral wedges are attenuated, amplified, or preserved;

  4. connect employer-sponsored benefits, plan-choice markets, worker beliefs, search, and firm communication to equilibrium response;

  5. distinguish worker-level reduced-form effects, firm response margins, and market or equilibrium outcomes;

  6. state the welfare and policy-design limits of partial-equilibrium behavioral evidence.

Opening Orientation

Weeks 2 through 4 studied worker-side behavioral objects: nonstandard preferences, mistaken beliefs, limited attention, complexity, and learning. Weeks 5 and 6 showed that firms, supervisors, peers, and workplace meanings can shape how those objects appear inside organizations. Week 7 supplied the identification discipline. Week 8 now asks the next-level labor-economics question:

Once worker-level behavioral wedges exist, how do firms and markets respond, and what survives in equilibrium?

The point is not to deny worker mistakes, inertia, or misperceptions. The point is that observed wages, benefits, plan choices, job applications, search outcomes, and welfare are not raw reflections of worker psychology. They are equilibrium objects produced by workers, firms, intermediaries, disclosure rules, search frictions, switching costs, and market power.

A compact way to write the problem is:

Yim=g ⁣(θi,  Rf(θi,Mm),  Mm),Y_{im} = g\!\left(\theta_i,\; R_f(\theta_i,\mathcal{M}_m),\; \mathcal{M}_m\right),

where θi\theta_i is a worker-level behavioral wedge, Rf(⋅)R_f(\cdot) is firm response, and Mm\mathcal{M}_m is the market environment. The same worker wedge can generate very different outcomes depending on whether firms compete strongly, disclose clearly, exploit inertia, simplify choices, screen workers, or exercise labor-market power.

Bridge

This week deliberately avoids replaying the Week 5 lecture on incentives, monitoring, reciprocity, and supervision or the Week 6 lecture on identity, norms, fairness, and culture. Those mechanisms may matter in the background, but they do not organize the week. The organizing object is endogenous response.

Week 3 asked how worker beliefs affect search. Week 8 asks whether distorted outside-option beliefs survive once firms set wages, workers search across segmented markets, and bargaining positions depend on perceived alternatives. Week 4 asked how salience and complexity affect policy response. Week 8 asks whether firms design menus and disclosures in ways that reduce complexity, profit from it, or sort workers by sophistication. Week 7 asked how to identify behavioral objects. Week 8 asks whether the estimand is a worker-level effect, a firm response margin, or a market outcome.

The lecture uses three empirical domains:

Together they show students how researchers move from a behavioral wedge to an equilibrium labor question.

Field Core

Why Worker-Level Wedges Are Not Market Outcomes

Suppose a worker is inattentive to fees, anchored on a current wage, slow to switch plans, or uncertain about outside offers. A partial-equilibrium interpretation might say the outcome is simply “the bias.” In a market, that is rarely enough. Firms may change plan menus, defaults, recruiting messages, prices, wages, fees, or job attributes. Other workers may be sophisticated and discipline the market. Search frictions may prevent discipline. Regulation may alter disclosure. Market power may let firms keep rents from inattentive or pessimistic workers.

The first decomposition is conceptual:

ΔY=ΔYworker⏟worker-level reduced form+ΔYfirm⏟menu, wage, message, default, price+ΔYmarket⏟sorting, entry, competition, incidence.\Delta Y = \underbrace{\Delta Y^{worker}}_{\text{worker-level reduced form}} + \underbrace{\Delta Y^{firm}}_{\text{menu, wage, message, default, price}} + \underbrace{\Delta Y^{market}}_{\text{sorting, entry, competition, incidence}}.

The terms are not mechanically separable in every dataset. The decomposition is a research habit. A default experiment may identify a worker-level participation response, but welfare depends on the default chosen by the employer. A disclosure reform may shift demand elasticity, but the equilibrium object includes firm prices, advertising, and sales effort. A belief intervention may change search, but market outcomes depend on wage-setting, bargaining, and the distribution of outside options.

This distinction matters most when the partial-equilibrium evidence is strong. Large default effects, large inertia, or large belief errors are not yet equilibrium welfare statements. They are evidence that a market response is worth studying.

A Taxonomy Of Firm Responses

Firms do not have one response to worker-level behavioral frictions. Four response families are useful for labor applications.

Firm responseWhat the firm doesWhen it is profitable or durableMain empirical objects
ExploitDesigns menus, fees, defaults, messages, or job attributes to profit from inertia, confusion, or low switchingLow transparency, high switching costs, weak competition, heterogeneous sophisticationFees, dominated plan choices, default stickiness, sales effort, shrouded attributes
AccommodateSimplifies choices, improves disclosure, reduces hassle, or makes good choices easierWorker mistakes reduce productivity, retention, match quality, or plan value; competition rewards claritySimplification, active choice, clearer menus, better matching, reduced mistakes
InsureUses defaults, restricted menus, benefits, or compensation structure to protect workers from volatility or mistakesEmployers internalize worker welfare, retention, productivity, or regulatory riskDefaults, contribution floors, benefit menus, plan design, risk protection
Screen, sort, segmentUses contracts, messages, plan menus, or application design to attract or separate worker typesWorkers differ in sophistication, beliefs, patience, risk, or search costs; firms can target typesApplicant pools, take-up composition, wage bids, plan choice by type, match quality

This taxonomy is intentionally broad. A default can insure some workers and exploit others. A complex benefit menu can screen sophisticated workers, segment inattentive workers, and create rents for intermediaries. A recruiting message can inform applicants or steer them into a job where their beliefs and constraints make them more profitable. The research question is which response is actually operating and whether the market environment disciplines it.

Market Conditions That Govern Survival

The second table links market conditions to the survival of behavioral wedges.

Market conditionWhen wedges are attenuatedWhen wedges survive or amplifyDiagnostic evidence
CompetitionFirms compete for total compensation and clear menus; sophisticated workers discipline offersFirms compete on salient attributes while shrouding fees, risks, or future costsPrice and wage pass-through, entry, fee compression, menu redesign
TransparencyWorkers can compare wages, benefits, fees, and outside optionsAttributes are opaque, multidimensional, delayed, or broker mediatedDisclosure effects, fee salience, comprehension, comparison behavior
Switching costs and inertiaSwitching is cheap, automatic, and salientEnrollment, job change, plan change, or search is costly and delayedDefault persistence, plan switching, tenure gradients, response to active choice
Search frictionsWorkers observe offers and learn outside options quicklyWorkers search little, believe current wages reveal outside options, or face segmented networksApplications, reservation wages, beliefs, offer arrivals, wage posting dispersion
Worker heterogeneitySophisticated workers discipline the market for everyoneFirms can price discriminate, segment, or target less sophisticated workersHeterogeneous effects by sophistication, income, beliefs, tenure, or channel
Labor market powerWorkers can credibly move and bargainFirms can retain workers with pessimistic beliefs, low mobility, or local concentrationMarkdowns, quits, outside-option beliefs, bargaining response, mobility

The broad conceptual anchors are Gabaix & Laibson, 2006 and Spiegler, 2015. Their value for this course is not that they are labor papers. Their value is that they formalize the equilibrium mistake in a common intuition: competition does not automatically eliminate exploitation when some agents are inattentive, attributes are shrouded, or firms can profit from behavioral heterogeneity. Labor markets add search, matching, benefits, employer mediation, and labor-market power to that logic.

Employer-Sponsored Benefits, Savings, And Plan-Design Markets

Employer-sponsored benefits are the central empirical domain for this week because they make three objects observable at once: worker choice, firm or intermediary design, and market structure. Benefits are compensation, but they are not a simple wage. They are menus, defaults, enrollment deadlines, plan attributes, fees, risk protection, and administrative interfaces.

In employer-sponsored retirement plans, Bernheim et al., 2015 studies how default options affect 401(k) choices and welfare. The worker-level reduced form is default stickiness: many workers remain at or near the default contribution and asset allocation. The firm response margin is plan design: employers choose defaults and menus that shape the passive option. The market or welfare object is not simply participation. It is whether the default-induced allocation moves workers toward choices they would make under better attention, lower procrastination, or clearer preferences.

The identifying variation in this block comes from differences in default plan design and worker exposure to those defaults. The observed margins include participation, contribution rates, asset allocation, and welfare-relevant distance from benchmark choices. The empirical lesson is sharp: a large default effect can be welfare-improving, welfare-reducing, or ambiguous depending on who is passive and what the default does for them.

Health-plan choice adds another layer. Handel & Kolstad, 2015 studies information frictions and health insurance plan choice. The worker-level object is imperfect information and costly plan comparison. The observed margin is plan choice relative to expected costs and plan attributes. The firm or institutional response is the menu environment in which choices are made. The welfare object is money left on the table, risk exposure, and the value of better information. This is a labor-market domain because health insurance is part of compensation and is often mediated through the employer.

The Mexico social-security and retirement-plan evidence makes the market-response logic even more direct. Duarte & Hastings, 2012 studies “fettered consumers and sophisticated firms” in privatized social security. The worker-level friction is limited attention to fees, returns, and account attributes. The firm margin includes advertising, sales-force effort, and product positioning. The observed market margin is demand elasticity, switching, and the distribution of account choices. Hastings et al., 2017 pushes this further by studying sales force and competition. The key variation includes disclosure, advertising, and competitive conditions; the observed margins include demand sensitivity, sales-force allocation, fees, and plan switching.

These papers should be read as an empirical sequence:

PaperIdentifying variationObserved marginWorker-level objectFirm response marginMarket or welfare object
Bernheim et al., 2015Variation in retirement-plan defaults and worker exposureParticipation, contributions, asset allocationInertia, procrastination, passive choiceEmployer default and menu designWelfare of default-induced allocations
Handel & Kolstad, 2015Variation in information and plan-choice environmentHealth-plan choice and spending riskInformation frictions, plan misunderstandingEmployer or institutional menu designWelfare loss from dominated or costly plan choices
Duarte & Hastings, 2012Disclosure and market variation in retirement accountsSwitching, plan demand, fee sensitivityLimited attention, low fee salienceSophisticated firm marketing and positioningWhether disclosure disciplines firms
Hastings et al., 2017Sales force and competitive variationDemand, fees, switching, plan sharesInattention and search or switching costsSales-force allocation and competitionEquilibrium fees and consumer surplus

The frontier question is external validity. A nudge or disclosure that works in one menu may not work after firms redesign menus, change sales effort, or target different workers. A default that raises saving in one employer setting may not imply a general default policy unless the researcher understands who chooses the default and why the employer selected it.

Search, Bargaining, And Segmentation Under Distorted Worker Beliefs

The second empirical block starts from beliefs but does not stay at the worker level. Beliefs about outside options matter for search, bargaining, quits, and wage-setting. If workers underestimate their outside options, they may search too little, bargain weakly, accept low offers, or remain in low-wage matches. If those beliefs are persistent and firms recognize them, distorted beliefs become a segmentation and market-power problem.

Jäger et al., 2022 is the central anchor. The worker-level object is beliefs about outside options. The observed margins include perceived outside wages, applications, job search, mobility, bargaining, and wage response. The identifying variation comes from elicited beliefs and information that lets researchers compare subjective expectations with objective or revealed outside-option measures. The equilibrium interpretation is larger than misperception. Pessimistic outside-option beliefs can create a wedge between actual and perceived mobility, making labor-market power stronger than a model with fully informed workers would predict.

This block is a bridge from behavioral labor to Labor II. In a standard search or bargaining model, outside options discipline wages because workers know or learn alternatives. With distorted beliefs, perceived outside options may be lower than true alternatives:

w~iout=wiout−μi,\tilde w_i^{out} = w_i^{out} - \mu_i,

where μi>0\mu_i>0 is pessimism or underperception. A firm that faces workers with large μi\mu_i can retain them at lower wages even if objective outside options are better. Whether this becomes equilibrium segmentation depends on search costs, offer arrival, wage transparency, bargaining institutions, and competition for workers.

Menzio, 2022 gives the conceptual search-equilibrium discipline. Stubborn beliefs can persist and affect search equilibrium rather than being washed out by market experience. The value of this reading is that it forces students to ask what kind of learning environment is needed for beliefs to converge. If beliefs are sticky and search is costly, market outcomes may reflect a distribution of perceived outside options, not only actual outside options.

The key empirical distinction is:

LevelObjectExample measureInterpretation limit
Worker-level reduced formBelief error or information effectStated outside-option belief, search response, bargaining intentionDoes not alone identify firm wage-setting or market power
Firm response marginWage offers, retention strategy, bargaining responseRaises, counteroffers, posted wages, retention after belief shocksRequires observing employer response, not only worker beliefs
Market outcomeSegmentation, wage dispersion, markdowns, mobilityQuits, reallocation, wage growth, local concentration, mobility gapsRequires equilibrium or market-level design

The research frontier is behavioral monopsony and search. The strongest designs will connect belief measurement to wage-setting, employer response, and reallocation, not only to individual search intentions.

Sorting, Information, And Market Communication

The third empirical block studies how firms communicate with workers and how that communication changes sorting. Horton et al., 2021 provides the anchor because it studies cheap talk and evidence from a labor market. The worker-level object is uncertainty about job or employer attributes. The firm response margin is communication: what firms say, when messages are credible, and how messages target workers. The observed margins include applications, wage bids, matching, and sorting.

This is not a repeat of Week 6 firm culture. Week 6 studied identity, norms, and culture as labor objects. Week 8 uses communication as a market mechanism. The question is whether messages improve information, direct search toward better matches, or strategically segment workers. A message can reduce mismatch if it credibly reveals job attributes. It can also exploit uncertainty if workers over-interpret cheap talk or cannot verify attributes before accepting work.

The empirical discipline is again a three-part distinction:

The sorting logic is central. Behavioral wedges are not only mistakes conditional on a job. They can change who applies to which jobs, which firms attract which workers, and how the market partitions sophistication, risk tolerance, beliefs, and attention. This is where screening and segmentation enter the equilibrium lecture.

Identification Across Empirical Blocks

Students should leave this week knowing what researchers actually identify. The following table is the practical methods map.

Empirical blockIdentifying variationObserved marginWhat is identified firstWhat needs extra evidence
Employer retirement defaultsDifferences in default design, timing, or exposureParticipation, contribution rate, asset allocationWorker default response under a given menuEmployer objective in setting defaults and welfare benchmark
Health-plan information frictionsPlan-choice environment, information, and model-based counterfactualsPlan selection, expected costs, risk exposureMistakes or welfare losses under observed menusHow employers or insurers redesign menus after disclosure
Retirement account marketsDisclosure, sales force, advertising, competitionDemand elasticity, switching, fees, plan sharesDemand response to information and marketingEquilibrium price, fee, and sales-force response
Outside-option beliefsElicited beliefs, objective outside-option measures, information variationSearch, bargaining, quits, wage responseBelief distortion and worker responseFirm wage-setting response and market segmentation
Labor-market communicationMessage variation, platform design, firm text, applicant responseApplications, wage bids, matchesResponse to information or cheap talkWhether messages reveal quality or strategically sort workers

The recurring warning is that worker-level reduced forms are necessary but not sufficient. A good Week 8 research design either observes firm response directly or states exactly what assumptions allow the analyst to move from worker response to market interpretation.

Welfare Interpretation And Empirical Pitfalls

Behavioral equilibrium evidence creates several welfare pitfalls.

First, attenuation is not the same as correction. Competition may attenuate a worker wedge by forcing firms to offer better defaults or clearer menus. But competition may also redirect exploitation toward less salient attributes, as in shrouded-attribute logic Gabaix & Laibson, 2006.

Second, amplification is not only manipulation. Firms may amplify a wedge through fees, defaults, or sales effort, but they may also amplify a beneficial commitment or insurance device. A high default contribution rate can help present-biased workers save. It can also over-save for workers with liquidity needs.

Third, partial effects are not equilibrium effects. A disclosure reform can raise price sensitivity in the short run; firms may respond by changing prices, advertising, menus, or product design. A belief correction can raise search; firms may respond through wages, retention, or recruiting. A platform message can change applications; firms may change messages once the platform rule is known.

Fourth, revealed preference is weaker when the choice architecture is endogenous. If firms design menus around inertia, observed plan choice does not automatically reveal welfare-relevant preference. If workers believe outside options are poor because they rarely search, staying in a job does not automatically reveal the job is their best available match.

Fifth, selection is not a nuisance detail. Behavioral frictions often change composition. Defaults may mostly bind passive workers. Disclosure may move sophisticated workers first. Firm messages may sort workers who are already more responsive to posted information. The welfare effect depends on who moves, who remains, and how firms respond to the new composition.

A useful welfare checklist is:

  1. What is the worker-level behavioral wedge?

  2. What margin did firms or intermediaries change?

  3. Which market condition lets the wedge survive or disappear?

  4. Who is marginal: inattentive workers, sophisticated workers, low-mobility workers, new hires, incumbents, or high-switching-cost workers?

  5. What is the welfare benchmark: full information, low hassle, sophisticated choice, structural utility, or planner-specified target?

  6. What policy conclusion would change once firm response is endogenous?

Frontier Directions

The frontier is not “add equilibrium” as a slogan. It is measurement and design.

Equilibrium measurement. Researchers need data linking workers, firms, menus, communication, wages, benefits, and market structure. Worker surveys alone rarely identify firm response. Firm menus alone rarely identify worker welfare. Linked designs are the frontier.

External validity of nudges. Defaults, disclosure, simplification, and messages may work differently once firms anticipate them. The external-validity question is whether the effect survives when the market redesigns around the intervention.

Welfare under endogenous firm response. Welfare analysis must let firms change defaults, prices, wages, sales effort, and communication. This is especially important in employer-sponsored benefits because the employer is both compensation designer and intermediary.

Segmentation and behavioral monopsony. Distorted outside-option beliefs can interact with search costs, local concentration, and worker heterogeneity. The frontier is to measure whether belief distortions produce persistent wage markdowns, low mobility, and segmented job ladders.

Sorting and market communication. Firms increasingly communicate job attributes through platforms, postings, ratings, and algorithmic interfaces. The open question is whether this communication informs workers, screens types, or creates new behavioral segmentation.

Research Lab

The Week 8 lab is organized around Reproduce -> Diagnose -> Transfer.

Reproduce. The primary anchor is Bernheim et al., 2015. Students use deterministic synthetic data to reproduce a compact retirement-default exercise. The objective is not an official replication. The bounded exercise estimates how default assignment changes participation, contribution rates, passive choice, and a simple welfare-distance measure.

Diagnose. Students then diagnose whether the observed default effect is a worker-level reduced form, a firm-response margin, or a market outcome. They classify the firm response as exploitation, accommodation, insurance, or sorting. They also ask whether the welfare interpretation depends on menu design, default quality, heterogeneous liquidity needs, or worker sophistication.

Transfer. The challenge anchor is Jäger et al., 2022. Students transfer the same diagnostic logic to outside-option beliefs. They compare belief distortions, search response, bargaining response, and a segmentation index. The exercise forces the distinction between a worker belief effect and a labor-market allocation effect.

Optional extension. Students can use Duarte & Hastings, 2012 or Hastings et al., 2017 as the optional extension. This branch asks how disclosure, sales effort, and switching costs change demand elasticity and the interpretation of firm strategy in retirement-plan markets.

The lab is built around four diagnostic objects:

The deliverable is a short research memo that states the identifying variation, observed margin, first-stage behavioral object, firm-response margin, and market or welfare interpretation for each block.

Methods Box

Reading Ladder And References

Core conceptual framing. Start with Gabaix & Laibson, 2006 for shrouded attributes and why competition may not eliminate exploitation. Pair it with Spiegler, 2015 for equilibrium effects of nudging.

Employer-sponsored benefits and plan-design markets. Read Bernheim et al., 2015 as the primary retirement-default and welfare anchor. Pair it with Handel & Kolstad, 2015 on health-plan information frictions. Then use Duarte & Hastings, 2012 and Hastings et al., 2017 for disclosure, sales force, competition, and sophisticated firm response in retirement-plan markets.

Worker beliefs, search, and segmentation. Read Jäger et al., 2022 for outside-option beliefs and labor-market implications. Use Menzio, 2022 to connect stubborn beliefs to search equilibrium.

Sorting and market communication. Use Horton et al., 2021 to study how labor-market communication changes applications, wage bids, and sorting.

Exercises And Discussion Prompts

  1. Pick one default or disclosure intervention. Classify the worker-level reduced form, the firm response margin, and the market or welfare outcome.

  2. In Bernheim et al., 2015, why is a large default effect not enough to sign welfare?

  3. In Handel & Kolstad, 2015, what is the difference between plan-choice mistakes and employer or insurer menu response?

  4. In Duarte & Hastings, 2012 or Hastings et al., 2017, what observed margin tells you whether transparency disciplines firms?

  5. In Jäger et al., 2022, how could distorted outside-option beliefs create behavioral monopsony or segmentation?

  6. In Horton et al., 2021, when would firm communication improve matching rather than merely screen workers?

  7. Name one market condition from the survival table and explain how it changes the policy interpretation.

Reproducibility And Code Lab Note

The Week 8 lab uses deterministic synthetic data. It is a bounded teaching exercise, not an official replication of Bernheim et al., 2015, Jäger et al., 2022, Duarte & Hastings, 2012, or Hastings et al., 2017. The local path is labs/08-firm-market-and-equilibrium-responses-to-behavioral-frictions/. Students should run the smoke test, inspect the produced tables and figures, and write a short memo using the Reproduce -> Diagnose -> Transfer structure.

Slide Companion Note

The Week 8 slide deck should not duplicate the chapter. It should define the central question, show why worker-level wedges are insufficient, present the exploit / accommodate / insure / screen-sort taxonomy, develop the employer-sponsored benefits and plan-choice evidence, connect outside-option beliefs to segmentation, use firm messages to show sorting and search direction, summarize persistence conditions, distinguish partial from equilibrium welfare, and bridge directly to Week 9 policy design.

Bridge Forward

Week 9 should begin from the conclusion of this week: behavioral policy is not designed for isolated workers. It is designed inside markets where firms choose menus, set defaults, communicate attributes, target workers, and adjust to disclosure or nudges. A policy that corrects a worker mistake in partial equilibrium may have different welfare effects once employer response, market segmentation, and incidence are on the page.

References
  1. Gabaix, X., & Laibson, D. (2006). Shrouded Attributes, Consumer Myopia, and Information Suppression in Competitive Markets. Quarterly Journal of Economics, 121(2), 505–540. 10.1162/qjec.2006.121.2.505
  2. Spiegler, R. (2015). On the Equilibrium Effects of Nudging. Journal of Legal Studies, 44(2), 389–416. 10.1086/684291
  3. Bernheim, B. D., Fradkin, A., & Popov, I. (2015). The Welfare Economics of Default Options in 401(k) Plans. American Economic Review, 105(9), 2798–2837. 10.1257/aer.20130907
  4. Handel, B. R., & Kolstad, J. T. (2015). Health Insurance for “Humans”: Information Frictions, Plan Choice, and Consumer Welfare. American Economic Review, 105(8), 2449–2500. 10.1257/aer.20131126
  5. Duarte, F., & Hastings, J. S. (2012). Fettered Consumers and Sophisticated Firms: Evidence from Mexico’s Privatized Social Security Market (Techreport No. 18582). NBER Working Paper.
  6. Hastings, J., Hortaçsu, A., & Syverson, C. (2017). Sales Force and Competition in Financial Product Markets: The Case of Mexico’s Privatized Social Security Market. Econometrica, 85(6), 1723–1761. 10.3982/ECTA12302
  7. Jäger, S., Roth, C., Roussille, N., & Schoefer, B. (2022). Worker Beliefs about Outside Options (Techreport No. 29623). NBER Working Paper.
  8. Menzio, G. (2022). Stubborn Beliefs in Search Equilibrium (Techreport No. 29937). NBER Working Paper.
  9. Horton, J. J., Kuchler, T., & Stanton, C. (2021). Sorting through Cheap Talk: Theory and Evidence from a Labor Market (Techreport No. 29445). NBER Working Paper.