Project ideas from Hacker News discussions.

MIT Living Wage Calculator

📝 Discussion Summary (Click to expand)

1. The living‑wage calculator is often inaccurate or misleading
Many commenters point out that the MIT model over‑ or under‑estimates key expenses.
- “The calculator grossly underestimates…” (Jtsummers)
- “The methodology page says … but it’s inflated.” (bumby)
- “The data is stale.” (reactordev)
- “It’s a US‑only calculator.” (NewJazz)

2. What “living wage” actually means is hotly debated
Some argue it should cover only basic needs, others insist it must allow a dignified life.
- “Living wage means what a household needs for a dignified life, not just for bare subsistence.” (NewJazz)
- “It is a low bar, not a good target.” (Jtsummers)
- “It means you’re not starving.” (NewJazz)
- “It’s a low bar, not a good target.” (Jtsummers)

3. Regional cost‑of‑living differences drive the numbers
Urban versus rural, and even intra‑city variations, are cited as major factors.
- “If you’re in a city with ludicrous cost of living, like San Francisco, then sure.” (nomel)
- “The difference between 1 adult + 1 child vs 2 adults + 1 child.” (skulk)
- “The transportation cost is inflated for non‑car families.” (cozzyd)
- “The calculator is US‑only.” (NewJazz)

4. Government safety nets and policy shape the real “living” standard
Critics note that the model ignores subsidies, taxes, and paid leave that affect disposable income.
- “SNAP covers the cost of groceries if providers are unable.” (Exoristos)
- “The calculator does not include retirement savings, emergency saving, etc.” (Jtsummers)
- “The government takes 57 % of the total GDP to themselves.” (wtcactus)
- “The safety net is missing.” (twoodfin)


🚀 Project Ideas

Granular Living Wage Explorer

Summary

  • Interactive web app that displays living wage estimates at the county, city, and ZIP‑code level, allowing users to adjust household composition, transportation mode, and local cost assumptions.
  • Provides transparent methodology, uncertainty ranges, and downloadable CSV data for research and policy work.

Details

Key Value
Target Audience Individuals, researchers, policy makers, journalists
Core Feature Dynamic, granular living wage calculator with adjustable parameters and data export
Tech Stack React + D3 for UI, Node.js + Express for API, PostgreSQL for data, Docker for deployment
Difficulty Medium
Monetization Revenue‑ready: subscription for premium data and API access

Notes

  • HN commenters lament the lack of granularity: “Pretty good, but not granular enough… 15 miles apart.” This tool directly addresses that pain.
  • The ability to export data fuels academic and policy discussions, aligning with the community’s interest in “downloadable” datasets.
  • The uncertainty ranges respond to critiques about model assumptions (“large uncertainties can bring into question the validity of a model”).

Living Wage Benchmark API

Summary

  • RESTful API that returns up‑to‑date living wage figures for any US region (state, county, city, ZIP) and household type, with optional filters for transportation, childcare, and health coverage.
  • Designed for integration into HR systems, payroll software, and cost‑of‑living calculators.

Details

Key Value
Target Audience HR tech companies, payroll providers, fintech apps
Core Feature Programmatic access to granular living wage data with versioning
Tech Stack Go for performance, gRPC/REST, Redis cache, Kubernetes
Difficulty Medium
Monetization Revenue‑ready: tiered API usage pricing

Notes

  • “I wish the calculator was granular” and “the data needs to be downloadable” are common HN complaints; an API solves both.
  • By offering versioned data, the service can track changes over time, addressing concerns about outdated methodology.
  • The API can be used to build dashboards that compare company wages to local living wages, a feature many commenters desire.

Business Living Wage Compliance Dashboard

Summary

  • SaaS platform for employers to calculate the living wage required for each employee’s location and household, track compliance, and generate reports for audits.
  • Includes suggestions for benefit adjustments and links to local cost‑of‑living resources.

Details

Key Value
Target Audience Small‑to‑mid sized businesses, HR departments
Core Feature Automated living wage calculation, compliance monitoring, benefit recommendation engine
Tech Stack Ruby on Rails, PostgreSQL, React, Stripe for billing
Difficulty High
Monetization Revenue‑ready: subscription + per‑employee licensing

Notes

  • Commenters like “I want a tool that tells me what a business needs to pay” and “businesses should pay living wages” highlight a clear market need.
  • The dashboard addresses the “business side” pain point raised by users wanting concrete paths to compliance.
  • By integrating with payroll, the tool reduces friction for companies that want to align wages with living standards.

Cost of Living Transparency Platform

Summary

  • Crowdsourced platform where users submit real expense data (housing, food, transportation, healthcare) for their ZIP code, with automated aggregation and statistical analysis.
  • Provides uncertainty ranges and comparison to model estimates, enabling users to see how the MIT calculator stacks up against reality.

Details

Key Value
Target Audience Residents, researchers, journalists
Core Feature User‑generated expense data, statistical dashboards, model comparison
Tech Stack Python (Pandas, FastAPI), PostgreSQL, Vue.js, Docker
Difficulty Medium
Monetization Hobby (open source) with optional premium analytics

Notes

  • “The data needs to be behind their UI” and “the calculator is too high” are frequent complaints; this platform gives users the data they want.
  • By exposing uncertainty, it directly tackles the “large uncertainties” criticism.
  • The community can validate or challenge the MIT methodology, fostering transparent debate.

Living Wage Advocacy Toolkit

Summary

  • Curated set of resources (visualizations, policy briefs, data dashboards, discussion forum) for activists, journalists, and policymakers to push for living wage reforms.
  • Includes a “living wage calculator” widget that can be embedded in news sites and blogs.

Details

Key Value
Target Audience Activists, journalists, policy makers
Core Feature Embeddable widgets, policy briefs, community forum
Tech Stack Django, Bootstrap, Chart.js, Discourse for forum
Difficulty Medium
Monetization Hobby (donations)

Notes

  • Many commenters want “practical utility” and “discussion” around living wages; this toolkit supplies both.
  • The embeddable widget lets media outlets present living wage data in context, addressing the “downloadable” and “granular” demands.
  • The forum encourages the kind of in‑depth debate seen in the HN thread, providing a structured space for it.

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