Internal Hiring Intelligence Case Study

80 applicants. 15 prioritized. Three finalists. One hire.

EO Staff used Hiring Intelligence to fill a Sales Development Representative position within our own company.

During a two-week hiring window, every applicant completed the same structured written evaluation. Candidates who continued through the process completed recorded interviews, and every advancement decision remained with EO Staff’s recruiting team.

This was not a product demonstration. It was a real role, a real applicant pool, and a real hiring decision.

The Outcome

80 applicants

Completed the structured written evaluation.

20 candidates

Completed the recorded interview stage.

15 candidates

Were prioritized for recruiter review.

3 finalists

Advanced to the founder’s final interview.

1 hire

Received and accepted the offer.

Candidate information has been anonymized. Funnel data and evaluation results shown on this page come from EO Staff’s internal hiring process.

The Hiring Funnel

From 80 applicants to one selected candidate.

1. Every applicant completed the same written evaluation

All 80 applicants responded to role-specific written questions designed around the Sales Development Representative position.

Completed responses were evaluated against the same criteria, giving EO Staff consistent first-round evidence across the entire applicant pool.

No live manager interviews were required during this initial stage.

2. Twenty candidates completed the recorded interview

Candidates who continued through the process received structured recorded questions.

Twenty completed the recorded stage, giving the recruiting team additional evidence about communication, relevant experience, preparation, and role alignment.

Written and recorded responses remained available for review.

3. Fifteen candidates were prioritized

Written and recorded evidence contributed to an overall evaluation for each candidate.

Fifteen candidates met the documented criteria for prioritized recruiter review. The recruiting team could examine the responses, transcripts, evaluation details, strengths, concerns, and recommended follow-up questions before conducting a live conversation.

4. Three finalists reached the founder

The recruiter reviewed and interviewed the prioritized candidates, then advanced three people to the final conversation with EO Staff founder Chris Kille.

One candidate received and accepted the offer.

The evaluation process narrowed the field before final-round time was committed. EO Staff’s recruiter and founder retained authority over every advancement and selection decision.

What the Recruiting Team Received

Candidate evidence organized for human review.

Hiring Intelligence did not give the team another stack of résumés or an unexplained score.

Each prioritized candidate could include:

  • Written responses
  • Recorded interview responses
  • Transcripts
  • Role-specific evaluation details
  • Demonstrated strengths
  • Areas requiring clarification
  • Potential concerns
  • Recommended live-interview questions
  • A documented next-step recommendation

The recruiting team could review the candidate’s own answers before deciding who deserved a live interview.

The Anonymized Shortlist

Sales Development Representative80 applied | 15 prioritized
CandidateWritten EvaluationRecorded InterviewOverall EvaluationHuman Decision
Candidate 01919594Advanced
Candidate 02909392Not advanced
Candidate 03829491Advanced
Candidate 04789289Advanced
Candidate 05908586Not advanced

Candidate identities have been removed. Written and recorded evaluations contributed to the overall result. Advancement reflects the decision made by EO Staff’s recruiting team.

A high score did not guarantee advancement.

Candidate 02 received the second-highest overall evaluation shown in this sample but did not advance.

The evaluation helped organize evidence and prioritize review. It did not replace recruiter judgment or require the team to advance candidates based solely on a numerical result.

EO Staff’s recruiting team reviewed the available evidence, conducted the live interviews, and made every advancement decision.

A Modeled Live-Screening Comparison

What would 80 introductory phone screens require?

If every applicant had received a 15-minute introductory phone screen, the initial stage would have required:

80 applicants × 15 minutes = 20 hours of live interview time

This is a modeled comparison, not a claim that EO Staff measured 20 hours of historical savings.

In this hiring process, structured written evaluation occurred before any live manager interview. Live conversations were reserved for candidates who had already provided role-specific evidence for review.

The same evaluation criteria were applied to the first applicant and the eightieth applicant.

Human Judgment Remained in Control

Hiring Intelligence supported the decision. It did not make the decision.

The evaluation process helped EO Staff:

  • Apply consistent first-round criteria
  • Review candidate responses beyond the résumé
  • Prioritize stronger candidates for human attention
  • Prepare candidate-specific live-interview questions
  • Preserve evidence explaining why candidates were recommended

EO Staff’s recruiter decided who received a live interview. The recruiter decided who advanced to the founder. The founder and recruiting team made the final selection.

No candidate was hired, rejected, or advanced solely because of an evaluation score.

Request the Sample Candidate Dossier

Review the evidence behind a prioritized candidate.

The sample Candidate Dossier is based on this hiring process and anonymized for review.

It demonstrates how candidate information can be organized before the live interview, including:

  • Written and recorded evaluation results
  • Candidate responses and transcripts
  • Demonstrated strengths
  • Potential concerns
  • Areas requiring clarification
  • Recommended follow-up questions
  • Documented next-step guidance

Download form

Access the anonymized sample immediately after submitting the form.

Your Applicants. Your Role. Your Decisions.

Bring greater consistency to the first-round interview.

Tell us which recurring role generates the most applicant volume or repetitive screening work inside your organization.

EO Staff will show you how Hiring Intelligence can evaluate completed candidate interviews against a consistent role standard and provide better evidence to the people making the final decisions.