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AutoNow — Design Your Own Plan

Interactive Exercise

Design Your Own Downsizing Plan

You have seen the adverse impact profiles of Options 1–7 and the zero-impact benchmark of Option 8 (Random Selection). Now it is your turn. Define a custom criterion below and watch the adverse impact update in real time.

How it works: Choose which departments and sites to cut from, pick a sorting criterion (who gets cut first), and optionally narrow with thresholds. The system flags employees from the top of your sorted list until cumulative compensation reaches $200M. Results update automatically as you adjust controls.
Quick-load preset: Presets approximate each option's logic — exact headcounts may differ slightly from the case.

① Define Your Criteria

Departments to Cut From

Sites to Cut From

Sorting Criterion (who gets cut first)

Optional Filters (narrow the pool)

Employees rated at or below this score are eligible for layoff. Set to 5 to include everyone.
1 (lowest)5 (all)5 (highest)
Only employees with this many years or fewer of tenure are eligible. Lower = newer employees only.
035 (all)35
Only employees whose role has an AI exposure score at or above this threshold are eligible. Higher = targeting AI-exposed roles.
−1.1−1.1 (all)1.6
Only employees with this many or more absent days are eligible. Higher = targeting frequent absentees only.
00 (all)38
30,598
employees in eligible pool · $2,941M total comp

② Your Plan's Adverse Impact

Adjust controls above — results update automatically
Column definitions: Workforce N = total employees in this group currently at AutoNow. Laid Off N = number of employees in this group selected for layoff under your plan. Workforce % = group's share of the total workforce. Downsized % = group's share of the employees selected for layoff (not the percentage of the group being laid off). Impact (pp) = Downsized % minus Workforce %; positive values mean the group is over-represented among those laid off.
GroupWorkforce NLaid Off NWorkforce %Downsized %Impact (pp)Status

Your Plan — Racialized Identity

Your Plan — Gender

Your Plan vs. All 8 Options

Your plan appears as the solid pink bar (★). Benchmark options are shown at reduced opacity.

Comparison — Racialized Identity

Comparison — Gender

Custom Analysis Tool

Adverse Impact Calculator

Your plan's demographic cuts auto-populate below. You can also manually edit any cell. The tool computes adverse impact and checks the EEOC 4/5 Rule in real time.

The 4/5 Rule flags a plan when any group's retention rate falls below 80% of the highest-retained group's rate — the legal floor, not a verdict on the plan. A plan that clears it can still concentrate harm on one group; a plan that violates it fails a bright-line legal test regardless of intent. Check both. For the distinction between statistical and practical significance, see the optional module in the main simulator.

For each group, the workforce total shows how many employees are currently at AutoNow. Enter the number to lay off from that group.

By Racialized Identity

By Gender


The Human Element

Layoffs Are Not Just Financial Transactions

Deciding who stays and who goes reshapes families' economic security, employees' sense of dignity, and the long-term trust between people and institutions. Leaders have a responsibility to center fairness and care — not only cost savings — when designing workforce reductions.

What the research tells us: A large body of evidence shows that layoffs can increase stress, harm health, and raise mortality risks. Job displacement following mass layoffs has been linked to a 50–100% spike in mortality in the year after job loss and a 10–15% elevation in death hazards that can persist for two decades — implying a loss of roughly 1–1.5 years of life expectancy for a worker displaced in mid-career (Sullivan & von Wachter, 2009; Zellers et al., 2025). These effects persist even in countries with universal healthcare and generous unemployment insurance.

Layoffs also reduce survivors' commitment, identification, and performance — often called "survivor syndrome" — as employees who remain experience lower trust and weaker organizational identification (Van Dierendonck & Jacobs, 2012; Cameron et al., 1993).

If You Must Do This, Here Is How to Do It Better

📘 Books & Foundational Frameworks

📋 Practitioner Guides & Checklists

⚖️ Equity & Inclusion Perspectives

  • DEI-Focused Layoff Guidance
    Aquent, 15Five, and The Diversity Movement
    How to protect diversity gains and avoid disproportionate harm to underrepresented employees during reductions.
  • "How You Downsize Is Who You Downsize"
    Alexandra Kalev · American Sociological Review, 2014
    The foundational study: position-based layoffs produce the largest diversity losses; seniority-based rules produce the smallest.

🔬 Health & Mortality Evidence

The data on this page tells you what your decision does — to whom, by how much, and through which mechanism. The resources above speak to what happens next: to the people who leave, to the people who stay, and to the organization that made the choice. Both matter.
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