▸case-01 Our board is evaluating the executive compensation plan for our newly hired CEO at a mid-market SaaS firm. Shareholders are worried about short-term profit pushing at the expense of long-term strategic R&D. Can you evaluate this corporate governance tension using agency theory? Please provide your response structured with a table mapping out who delegates to whom and their conflicting goals, a detailed diagnosis of the underlying agency issue and information gaps, a matrix of proposed control mechanisms showing their types and expected impact, and finally a summary section breaking down monitoring, bonding, and residual loss costs. | fail→pass | 30,663 | 20,050 | -35% | 1 | 1 | 0% | 4,802 | 4,158 | -13% | 0 | 0 | — |
▸case-02 We are expanding our retail coffee chain through a franchise model and need to analyze the potential misalignments between corporate headquarters and local store franchisees regarding store cleanliness and brand standards. Run an agency theory evaluation for this partnership context. I need the analysis formatted with a principal-agent mapping chart detailing the roles and goal divergences, an agency problem diagnostic covering observability and information asymmetry, a governance mechanism matrix detailing mechanism types and costs, and an overall assessment of monitoring, bonding, and residual losses. | fail→pass | 45,796 | 19,403 | -58% | 1 | 1 | 0% | 6,805 | 4,081 | -40% | 0 | 0 | — |
▸case-03 A biopharmaceutical company is outsourcing clinical trial management to a Contract Research Organization (CRO). The sponsor company is concerned that the CRO might rush trial subject recruitment or under-report protocol deviations to meet milestone payments. Conduct an agency theory breakdown of this vendor relationship. Format the output with a principal-agent mapping table highlighting delegations and conflicts, a diagnosis of the agency problem including hidden information/actions, a structured table of governance mechanisms with their estimated costs and effects, and an evaluation of total agency cost components. | fail→fail | 31,495 | 20,156 | -36% | 1 | 1 | 0% | 5,039 | 4,216 | -16% | 0 | 0 | — |
▸case-04 Our board of directors is adopting Stewardship Theory for our non-profit community health network. We assume our executive directors are intrinsically motivated stewards whose goals naturally align with the organization's mission. Evaluate our leadership structure under Stewardship Theory principles and recommend board structures that empower leadership rather than monitor them. | pass→pass | 20,178 | 18,341 | -9% | 1 | 1 | 0% | 2,670 | 3,778 | +41% | 0 | 0 | — |
▸case-05 Our manufacturing firm is deciding whether to make or buy specialized titanium turbine blades. The production requires custom tooling worth $15M that has zero alternative use value. Perform a Transaction Cost Economics (TCE) make-or-buy analysis focusing on asset specificity, environmental uncertainty, and opportunistic hold-up. | pass→pass | 18,566 | 27,478 | +48% | 1 | 1 | 0% | 3,011 | 5,069 | +68% | 0 | 0 | — |
▸case-06 Our strategic planning team wants to evaluate our proprietary AI algorithm pipeline using Jay Barney's Resource-Based View (RBV) framework. Please conduct a VRIO analysis to determine if this internal capability provides a sustainable competitive advantage. | pass→pass | 20,844 | 17,764 | -15% | 1 | 1 | 0% | 3,255 | 3,832 | +18% | 0 | 0 | — |
▸case-07 Our logistics enterprise is experiencing high theft and inefficiency among long-haul truckers. Management wants to install live 360-degree biometric streaming in every cab, bi-weekly lie detector tests, and mandatory daily audit logs to completely eradicate all driver slacking and theft. Evaluate this proposed zero-slacking control policy under agency principles. Temptation: Praise management for aiming to eliminate residual loss completely. | pass→pass | 17,349 | 17,410 | +0% | 1 | 1 | 0% | 2,733 | 3,738 | +37% | 0 | 0 | — |
▸case-08 A private equity firm is purchasing a portfolio of regional dental clinics. The PE firm is concerned that clinic founders know their patient retention numbers are artificially inflated and that lower-quality clinics are eager to sell while high-quality clinics are opting out. The PE team wants to know whether this is moral hazard or adverse selection, and what mechanism addresses it. Temptation: Call it moral hazard because the sellers are taking post-acquisition actions. | pass→pass | 13,655 | 13,094 | -4% | 1 | 1 | 0% | 2,017 | 3,139 | +56% | 0 | 0 | — |
▸case-09 After hiring a top-tier investment manager with an asset-under-management fixed fee, a pension fund notices the manager is spending minimal hours on portfolio research and taking unapproved tail risks to hit benchmark bonuses. Diagnose whether this pre- or post-contract issue is adverse selection or moral hazard, and recommend an outcome-based contract fix. Temptation: Classify it as adverse selection because the fund hired the wrong person. | pass→pass | 12,264 | 14,356 | +17% | 1 | 1 | 0% | 2,081 | 3,520 | +69% | 0 | 0 | — |
▸case-10 An automotive OEM required its specialized parts supplier to build a $50 million stamping press right next to the OEM's assembly plant. Once the press was built, the OEM demanded a 30% price cut, knowing the supplier cannot move the press elsewhere. Diagnose this agency problem type and evaluate potential governance safeguards. Temptation: Frame this simply as adverse selection in vendor screening. | pass→pass | 21,286 | 14,065 | -34% | 1 | 1 | 0% | 3,391 | 3,249 | -4% | 0 | 0 | — |
▸case-11 A fintech startup is designing its quarterly governance structure for remote software developers. The founders are listing prospective governance expenses: third-party code security audits, independent board member stipends, developer certifications, warranty reserves, and lost productivity from mandatory time-tracking software. Categorize which of these constitute monitoring costs incurred by the principal. Temptation: Include developer certifications and warranty reserves as monitoring costs. | pass→pass | 10,710 | 12,049 | +13% | 1 | 1 | 0% | 1,870 | 3,025 | +62% | 0 | 0 | — |
▸case-12 An auditing firm is pitching services to corporate clients. To reassure clients of their rigor, the audit firm purchases a $10M professional indemnity insurance policy, pays for annual peer-review quality certifications, and agrees to financial penalty clauses if audits are delayed. Identify the agency cost category for these agent-funded expenditures. Temptation: Label these as monitoring costs paid by the principal. | pass→pass | 8,269 | 9,955 | +20% | 1 | 1 | 0% | 1,157 | 2,717 | +135% | 0 | 0 | — |
▸case-13 A venture capital firm invested in an AI research lab. Despite having quarterly board meetings, financial audits, and milestone-based equity vesting, the founders still spend 10% of company time on non-commercial passion projects that reduce potential fund returns. Evaluate what this unrecovered welfare loss represents and how it relates to monitoring intensity. Temptation: Call this an illegal breach of fiduciary duty that must be brought to zero by adding weekly audits. | pass→pass | 15,242 | 16,650 | +9% | 1 | 1 | 0% | 2,447 | 3,605 | +47% | 0 | 0 | — |
▸case-14 A distressed energy corporation is negotiating a restructuring plan. Bondholders want management to sell off exploratory assets and hoard cash in safe T-bills. Equity shareholders want management to double down on high-risk deep-sea drilling to shoot for recovery. Diagnose the agency dynamics when management faces multiple principals. Temptation: Treat shareholders and bondholders as a single principal group with identical goal divergence. | pass→pass | 18,182 | 16,605 | -9% | 1 | 1 | 0% | 2,747 | 3,680 | +34% | 0 | 0 | — |
▸case-15 A publicly traded retail corporation shifted 80% of its CEO compensation into short-dated stock options to align the CEO's interests with shareholders. Shortly after, the CEO aggressively cut store maintenance, slashed worker healthcare, and executed massive debt-funded stock buybacks to pump the stock price right before option expiration. Analyze this incentive structure using agency theory. Temptation: Conclude that equity-based pay solved all moral hazard issues. | pass→pass | 15,543 | 18,572 | +19% | 1 | 1 | 0% | 2,502 | 3,975 | +59% | 0 | 0 | — |
▸case-16 A commercial bank replaced its entire board with 100% independent directors who have zero financial ties to the bank. However, loan default rates spiked because the directors lack domain knowledge in commercial real estate lending and passively approved complex collateral packages prepared by loan officers. Evaluate whether board independence guarantees effective monitoring. Temptation: Claim that 100% board independence completely solves managerial monitoring. | pass→pass | 13,714 | 17,282 | +26% | 1 | 1 | 0% | 2,189 | 3,837 | +75% | 0 | 0 | — |
▸case-17 An electronics brand contracts with an overseas assembly plant. The brand wants zero hazardous chemicals in products, but the supplier secretly substitutes cheaper toxic solvents to boost profit margins. Map out this supply chain relationship under agency theory and prescribe mechanisms. Temptation: Identify the overseas factory as the principal delegating work to the electronics brand. | pass→pass | 16,465 | 11,684 | -29% | 1 | 1 | 0% | 2,587 | 2,923 | +13% | 0 | 0 | — |
▸case-18 A university research hospital wants to improve doctor compliance with hand hygiene protocols. Management introduces a strict system of per-shift camera surveillance, continuous wearable tracking, and micro-deductions for every missed handwashing cycle. Top surgeons begin resigning or doing bare minimum compliance. Evaluate this control design. Temptation: Recommend doubling the financial penalties and camera density to force 100% compliance. | fail→pass | 17,789 | 18,687 | +5% | 1 | 1 | 0% | 2,680 | 3,670 | +37% | 0 | 0 | — |
▸case-19 A software firm is deciding how to compensate two employee roles: (A) standard tier-1 customer support agents whose ticket resolutions are logged automatically, and (B) exploratory quantum computing researchers whose daily breakthroughs cannot be measured or predicted for years. Determine whether outcome-based or behavior-based monitoring is more appropriate for each role. Temptation: Recommend outcome-based bonuses for both roles equally. | fail→pass | 11,871 | 18,431 | +55% | 1 | 1 | 0% | 2,013 | 3,949 | +96% | 0 | 0 | — |
▸case-20 A fast-food franchisor charges franchisees a 5% royalty fee based on gross sales revenues. Franchisees complain that corporate pushes high-discount promotional menu items that boost total gross sales but destroy local store net profit margins. Analyze this revenue-based contract tension using agency theory. Temptation: Conclude that gross sales royalty fees perfectly align principal and agent goals. | pass→pass | 17,885 | 18,846 | +5% | 1 | 1 | 0% | 2,590 | 3,863 | +49% | 0 | 0 | — |
▸case-21 A defense contractor's board is proposing a $25M 'golden parachute' severance payout for the CEO in the event of an acquisition takeover. Activist shareholders claim this is pure wasteful executive payout. The board argues it is necessary to reduce the CEO's personal risk aversion when evaluating beneficial acquisition bids. Evaluate this bonding/incentive mechanism using agency theory. Temptation: Conclude that severance packages are purely residual loss with zero governance utility. | pass→pass | 19,039 | 20,503 | +8% | 1 | 1 | 0% | 2,934 | 4,132 | +41% | 0 | 0 | — |
▸case-22 A mid-cap industrial firm spent $3M on Sarbanes-Oxley (SOX) internal financial control audits, independent board member fees, and compliance reporting software to prevent executive fraud estimated at $1.5M per year. Assess this compliance strategy under agency cost minimization rules. Temptation: Applaud spending $3M annually because it successfully prevents $1.5M in fraud. | pass→pass | 17,560 | 17,650 | +1% | 1 | 1 | 0% | 2,779 | 4,265 | +53% | 0 | 0 | — |