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HRTECH MVP CASE STUDY

Connecting What Happens After Hiring Back To The Decisions That Led There

Recruitment teams make source, assessment and interview decisions constantly, but rarely find out which of those decisions actually produced strong long-term hires. We designed and built an MVP that links post-hire outcomes back to the recruitment sources, assessments and interview decisions behind them.

Quality-of-hire analytics dashboard linking hiring sources to outcomes
Outcomes Linked To Source Post-hire performance is connected back to where and how each hire was found and assessed.
Greenfield MVP Build Designed and engineered from the ground up around real recruitment decision data.
Built For Recruitment Leaders Structured to inform sourcing and assessment strategy, not just report a score.

Turning Post-Hire Performance Into Recruitment Intelligence

Most recruitment teams collect plenty of data during hiring — source, assessment scores, interview ratings, offer decisions — but that data rarely reconnects with what happens once someone actually joins. Without that link, it's difficult to know whether a particular source, assessment or interviewer consistently predicts success.

This platform closes that loop, pulling post-hire outcome signals back to the recruitment decisions that produced them, so hiring strategy can be shaped by evidence rather than assumption.

IndustryHRTech & Recruitment
ProductRecruitment Quality-of-Hire Platform
AudienceRecruitment & Talent Acquisition Leaders
Delivery[DELIVERY TIMELINE REQUIRED]

The Challenge

Hiring Data Lived In Silos

Source, assessment and interview data sat in different tools and spreadsheets with no consistent way to connect them to how a hire actually performed.

No Feedback Loop To Sourcing

Recruitment teams had no reliable way to learn which channels or assessment methods were consistently producing stronger hires.

Decisions Made On Instinct Alone

Without outcome data, sourcing and assessment choices were guided by habit and gut feel rather than evidence from past hiring.

What We Can Identified

A quality-of-hire platform built to connect recruitment decisions with what actually happens after someone joins.

Quality-of-hire dashboard connecting sources to outcomes

Source-To-Outcome Linking

Each hire's original source is preserved and connected to their later outcome data, so recruiters can see which channels perform.

Assessment Correlation View

Assessment and interview scores are compared against post-hire outcomes to reveal which evaluation methods are actually predictive.

Interview Decision Tracking

Interview panel decisions are recorded alongside the eventual outcome, helping teams understand where interview judgment aligns with reality.

Outcome Data Intake

Post-hire performance signals can be entered or imported, giving the platform the data it needs to complete the feedback loop.

Sourcing Performance Reporting

Recruitment leaders get a clear view of which sources and channels are producing the strongest long-term hires.

Role & Team Breakdown

Quality-of-hire patterns can be viewed by role or team, surfacing where recruitment strategy needs to differ by hiring context.

How MVPHUB Deliver The Quality-of-Hire Platform From Concept To MVP

1

Trace The Data Flow

We mapped where source, assessment and interview data lived and what post-hire outcome signals would need to connect back to them.

2

Design The Linking Model

We designed how recruitment decisions and outcome data would be structured together without losing the context of each decision.

3

Build The Core Platform

Our engineers built the data intake, linking logic and reporting views that connect hiring decisions to outcomes.

4

Verify With Realistic Data

We tested the correlation views against realistic hiring and outcome scenarios to confirm the reporting held up.

5

Launch The MVP

The platform launched as a focused MVP, ready to prove that closing this feedback loop actually shifts hiring decisions.

A hiring decision without a feedback loop is a guess that gets repeated indefinitely.

Engineering Behind The Analytics Experience

Structured Decision Records

Source, assessment and interview decisions are captured in a structured format designed to support later correlation.

Outcome Data Model

Post-hire performance signals are modeled separately from hiring decisions, then linked, keeping each dataset clean.

[CONFIRM INTEGRATION — HRIS/PERFORMANCE]

[CONFIRM FEATURE] Integration with the client's existing HRIS or performance management system was not part of the scope confirmed for this MVP.

Built To Extend

The data model was structured so additional outcome signals and reporting views can be added without a rebuild.

The Outcome

Before: Hiring Decisions Disconnected From Results

× No link between recruitment sources and post-hire performance

× Assessment and interview data isolated from outcomes

× Sourcing choices based on habit rather than evidence

× No way to compare quality-of-hire across roles or teams

After: A Platform Connecting Decisions To Outcomes

✓ MVP launched linking sources, assessments and outcomes

✓ Sourcing and assessment performance now visible

✓ Interview decisions tracked against real results

✓ Foundation ready for deeper predictive analysis

A Foundation For Evidence-Based Hiring

Sources linked to post-hire outcomes
Assessment methods evaluated for predictiveness
Greenfield MVP, engineered for extension

From Disconnected Hiring Data To A Closed Feedback Loop

Hire. Measure. Learn. Hire better.

Recruitment decisions rarely get evaluated against what actually happens afterward. This MVP gives recruitment leaders a way to trace post-hire outcomes back to the sources, assessments and interview decisions that produced them, replacing instinct with evidence over time.

THE MVPHUB PRINCIPLE

A recruitment process that never learns from its own outcomes will keep repeating the same mistakes at scale. Close the loop, and every hire becomes evidence for the next one.

Don't Know Which Hiring Decisions Actually Work?

Bring us your recruitment data, however scattered it is today. MVPHUB can help you design and build the platform that connects your hiring decisions to the outcomes that follow.

Discuss My Hiring Data → Explore Our Process →

AI-accelerated. Expert-verified. Built around the outcome your first release needs to prove.