Seedlabs

Gig-Worker Rule-Change Stake Calculator

A calculator that shows gig workers how a change in platform rules will actually affect their take-home pay.

A tool for gig-worker co-ops and unions that computes, from each member's real earnings history, the dollar impact of any proposed platform rule or pay ordinance, so precarious workers can vote and bargain on their measured material interest.

Economics, Econometrics and FinanceGame Theory and Voting Systems
Career Development and DiversityGig-economy labor organizing and worker cooperatives

Concept

A web tool for worker-owned platforms, driver associations, and gig-worker unions. Each member connects their real work history — trips, hours, tips, expenses — and whenever a rule change is proposed (a commission or fare-formula change, a deactivation policy, a city minimum-pay ordinance), the tool computes that change's dollar impact on that member's own earnings and shows how the impact distributes across the whole workforce. For co-op boards and worker councils, it aggregates member stakes into bloc maps and turnout targets, so precarious workers can vote and bargain on their measured material interest rather than on impressions or platform messaging. One wedge: turn each worker's own earnings data into their rational stake in every decision that affects them.

Why now

The new paper [0] establishes that voters, parties, and lobbyists can be modeled as rational pursuers of self-interested goals — but the model presumes voters know what their interest is. For platform workers, whose pay is set by formulas decided unilaterally, the toolkit supplies that knowledge from their own data. The social psychology of minorities [6] holds that group relations must be analyzed from the objective economic and political conditions of the group's co-existence — exactly what per-member impact computation provides. And the relative-deprivation study [3] shows that attitudes toward inequality systematically fail to correspond with the facts, the precise failure mode the tool corrects by replacing perception with computed stakes. The theme brief flags precariat agency as an open gap, which this directly fills.

Written by GLM · 8 Oct 2026

AI assessment

Backed by 3 papers81

A high-utility, focused tool that transforms raw earnings data into a strategic bargaining asset for gig-worker collectives.

Evidence strength
3/5
The idea logically applies social psychology and economic theories of rationality to a practical problem, though the linked papers provide theoretical frameworks rather than technical blueprints for the calculator itself.
Market pull
4/5
There is strong, urgent demand from named labor organizations (SEIU, etc.) to move from anecdotal grievances to data-driven bargaining.
Novelty & moat
4/5
While it shares a user base with the 'Precariat Agency Toolkit,' it introduces a distinct, quantitative mechanism (earnings-based impact simulation) that is not present in the existing catalog.
Feasibility
4/5
The core functionality is a deterministic calculator based on historical CSV/API data, which is highly buildable for a small team.
Wedge clarity
5/5
The wedge is exceptionally sharp: calculating the specific dollar impact of a single proposed rule change for an individual worker.
Simplicity / focus
5/5
The product is a single-purpose tool with a clear input (earnings data) and a clear output (dollar impact), avoiding platform bloat.

Scored by Gemma 4 · 8 Oct 2026. Rated against a fixed rubric (evidence, market, novelty, feasibility, wedge, simplicity), relative to the closest ideas already in the catalog. A prior estimate to compare ideas before real-world signal arrives.

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Who benefits

  • The Drivers Cooperativecompany

    A New York driver-owned rideshare co-op whose thousands of driver-members vote on fares and platform rules; per-member impact computation makes each member's stake in every rule vote concrete and informed.

  • New York Taxi Workers Allianceorganization

    Represents taxi and ride-hail drivers in regulatory fights such as minimum-pay rules; the tool quantifies each member's dollar stake in a proposed rule for campaign materials and public testimony.

  • SEIUorganization

    Organizes gig and precarious workers; aggregated material-impact maps give organizers a factual, member-specific basis for bargaining demands and representation votes.

  • National Domestic Workers Allianceorganization

    Domestic workers on booking platforms face opaque rule and fee changes; the tool makes each worker's stake visible enough to build collective demands.

Research it builds on

  1. Relative Deprivation and Social Justice
    Walter Garrison Runciman · 2026 · 1825 citations
    All ideas from this paper →
  2. The social psychology of minorities
    Henri Tajfel · 2026 · 374 citations
    All ideas from this paper →
  3. Ökonomische Theorie der Demokratie
    Anthony J. Downs · 2025 · 206 citations
    All ideas from this paper →
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feasibility