You posted one role on Monday. By Friday there are 300 applications in the inbox, the hiring manager wants a shortlist next week, and HR still has payroll, leave requests, and everything else to run.
This is a common moment for employers in Ghana. A single advert on LinkedIn, a job board, or a WhatsApp group can bring far more applications than a small team can read carefully. The result is predictable: the first 40 CVs get attention, the rest get a glance, and strong candidates are missed because they applied on day four.
Shortlisting does not have to work this way. A good process decides what matters before anyone opens a CV, then applies that decision to every application in the same way.
Step 1: Agree the criteria before the advert closes
Sit with the hiring manager for 20 minutes and separate the requirements into two groups.
Must-haves
These are true deal-breakers. A candidate without them cannot do the job, however impressive the rest of the CV looks. Examples:
- A required professional licence or registration
- Legal right to work in the location
- A specific qualification the role cannot function without
Keep this list short. Every must-have you add removes candidates, so each one needs a real reason.
Weighted strengths
These separate a good candidate from a strong one: relevant experience, specific skills, industry knowledge, evidence of leadership, or results in a similar role. Agree how much each one matters. If the manager cares twice as much about hands-on experience as about a master's degree, write that down now.
This conversation prevents the most common shortlisting failure: the manager rejecting the shortlist because the criteria were never agreed.
Step 2: Remove only clear mismatches first
The first pass should answer one question: does this application meet the must-haves?
Do not score or rank at this stage. Move clearly unqualified applications out, and keep anything uncertain. A first pass that checks only must-haves is fast and easy to explain.
Step 3: Score the remaining CVs against the same criteria
Now apply the weighted strengths to every remaining application, using the same scale. A simple 1–5 score per criterion is enough. What matters is that candidate 12 and candidate 212 are judged against the same standard.
Look for evidence rather than keywords. "Managed a team" is a claim; "led a team of six that opened two new branches" is evidence.
Step 4: Give the borderline pile a second look
Candidates with unusual career paths, career breaks, or experience from a different industry often land in the middle of the ranking. Some of them are the strongest hires you will make.
Set aside time for a human reviewer to look at the borderline group specifically. This is where judgement adds the most value.
Step 5: Record why, not just who
For each shortlisted and each rejected candidate, keep a short note tied to the agreed criteria. It takes a minute per CV and gives you three things:
- A shortlist the hiring manager can challenge on evidence, not opinion
- A defensible record if a decision is questioned
- A reusable standard for the next time the role opens
Step 6: Close the loop with every applicant
Candidates remember silence. A short, respectful message to unsuccessful applicants protects your employer reputation, and in a connected market like Ghana, reputation travels.
Where AI helps, and where it should not
The method above works on paper. Applying it consistently to 300 CVs is the hard part. Reading at that volume gets tiring, and tired reviewers apply criteria unevenly.
AI CV screening can apply your agreed criteria to every application and organise a ranked list, with the reasoning visible for each candidate. That speeds up steps 2 and 3. It should not replace steps 4 and 5. A person should review the evidence, look at the borderline cases, and make the decision. We explored this balance in resume screening: AI vs human recruiters.
VeloxaRecruit lets you set the criteria and weights for each role, screens every application against them, and shows why each candidate scored the way they did, so your team spends its time on the shortlist rather than the inbox. Candidate details are anonymised before the AI reviews the CV, and your recruiters make the final call.
If your next role is likely to bring more CVs than your team can read properly, request a VeloxaRecruit demo and see the shortlist process on a real role.