Project ideas from Hacker News discussions.

Employers use your personal data to figure out the lowest salary you'll accept

📝 Discussion Summary (Click to expand)

4 Dominant Themes in the Discussion

1. Employers Can Harvest Salary Data – Opting Out Is Burdensome

“We will be following up with a secure email to obtain the requested documents…Proof of Identity, Proof of Address, Identity Theft Report…” — putlake

The Work Number lets Equifax collect and sell personal compensation details. To opt out, users must submit a long list of identity and address proof, making the “opt‑out” feel like another data‑gathering step.


2. The Opt‑Out Process Is Invasive and Friction‑Heavy

“Obviously they have to be careful. What if they didn’t check all this and someone went and tried to opt out on your behalf? That would be an incredible invasion of your privacy!” — saghm

Participants see the required paperwork as an “incredible invasion of privacy” and suspect the system is designed to keep the data flowing rather than let people truly opt out.


3. Information Asymmetry Undermines Wage Negotiation

“In an environment where all of them have the information, this no longer is a problem…At a system level, this is a problem for employees.” — darth_avocado

When every employer can see a candidate’s full compensation history, workers lose bargaining leverage, which tends to depress wages across the board.


4. Widespread Concern Over Corporate Exploitation of Personal Data

“I love that it’s a freeze, not a purge. And that it’s opt‑out to have surreptitiously collected data being used against your livelihood.” — avaer

The sentiment that individuals should retain control over their personal data reflects a broader unease about companies like Equifax (and credit bureaus in general) monetizing sensitive information without meaningful consent.


🚀 Project Ideas

Generating project ideas…

DataFreeze Assistant

Summary

  • Simplifies the opt‑out process for services like The Work Number, turning a lengthy paperwork maze into a one‑click action.
  • Reduces the privacy friction of having to upload identity and address proofs repeatedly.

Details

Key Value
Target Audience Employees concerned about third‑party payroll data sharing; privacy‑focused professionals.
Core Feature Automated identity verification via open‑banking APIs and generates minimal required documents for freeze requests.
Tech Stack Node.js backend, React front‑end, Open Banking SDKs, PostgreSQL, OAuth 2.0.
Difficulty Medium
Monetization Revenue-ready: Freemium SaaS with $5/mo premium tier for unlimited freezes and audit logs.

Notes

  • HN commenters repeatedly cited the “upload many pieces of data to prove identity” pain, making a streamlined service attractive. - Potential for community‑driven templates and integration with major payroll platforms to expand reach.

SalaryKey Transparent Share

Summary

  • Enables users to disclose only the exact salary figure needed for negotiations using zero‑knowledge proof wallets.
  • Prevents employers from harvesting full compensation histories while still proving solvency.

Details

Key Value
Target Audience Job seekers, freelancers, and contract workers who want to negotiate offers without full data exposure.
Core Feature Zero‑knowledge salary key generator that creates verifiable, time‑bound salary attestations.
Tech Stack ethers.js, zk‑SNARK libraries, IPFS for storage, React Native mobile app.
Difficulty High
Monetization Revenue-ready: Subscription $8/mo for unlimited keys and audit trails.

Notes- Echoes discussions about “information asymmetry” and the desire to keep salary history private yet provable.

  • Adoption could be accelerated by integration with popular recruiting platforms and job boards.

WorkNumber Watchdog

Summary

  • Continuous monitoring service that alerts users when their payroll data is accessed, transferred, or used in unauthorized ways.
  • Provides automated breach detection and response recommendations.

Details

Key Value
Target Audience Current and former employees of companies using Equifax Work Number or similar data brokers.
Core Feature Real‑time data‑access alerts via API hooks, risk scoring, and one‑click revocation requests.
Tech Stack Python microservices, Kafka streaming, MongoDB, Grafana dashboards, Twilio for notifications.
Difficulty Medium
Monetization Hobby (open‑source core with optional paid premium alerts at $3/mo).

Notes

  • Directly addresses concerns that “data will turn up somewhere in a few years” and the fear of covert sharing.
  • Could partner with labor unions or advocacy groups to offer the tool as a member benefit.

VeriPay Decentralized Salary Verification

Summary

  • Blockchain‑based platform where employers and employees can verify salary ranges and histories without exposing full personal data.
  • Uses selective disclosure proofs to ensure compliance and trustless verification.

Details

Key Value
Target Audience HR departments, payroll processors, and gig‑economy workers needing transparent salary verification.
Core Feature Smart contracts that store hashed salary records and allow auditors to query proofs of eligibility.
Tech Stack Solidity contracts on Ethereum, IPFS for off‑chain data, MetaMask integration, React web UI.
Difficulty High
Monetization Revenue-ready: Transaction fee of 0.1% per verification plus enterprise licensing tier.

Notes

  • Resonates with conversations about “AI pass through” and discriminatory hiring practices; offers a neutral, tamper‑proof alternative.
  • Market potential expands as regulations push for wage transparency and anti‑discrimination in recruitment.

Read Later