How to Shortlist 200 CVs in an Afternoon: A Screening Process for Pakistani HR Teams
Amaan Farhan
6 min read
The short answer
You can shortlist 200 CVs in an afternoon if you stop reading every CV the same way. Agree on three must-haves before the job goes live, let two or three knockout questions remove clear mismatches, sort the rest into Yes, Maybe and No in about 30 seconds each, and only read the Yes pile properly against one scorecard.
This guide is for HR teams, founders and hiring managers in Pakistan who post a role and wake up to a flood of applications across email, WhatsApp and job boards. It builds on our guide to screening applicants with a clear, fair process; this one is about doing it fast.
Why the flood? Pakistan had about 5.9 million unemployed people in 2024-25, and urban unemployment for 20-24 year olds was 14.8%, according to the Pakistan Bureau of Statistics Labour Force Survey (age table). Entry-level and generalist roles attract volume. The problem is not finding applicants. It is getting through them without missing the good ones.
Before you open a single CV
The slowest part of screening is deciding, CV by CV, what "good" means. Decide once, before the job goes live.
Sit with the hiring manager for 20 minutes and write down:
Three must-haves. Requirements the person genuinely cannot do the job without, such as "two years of accounts payable experience" or "can work on-site in Lahore five days a week".
Three to five strong signals. Things that make someone better, but are not dealbreakers: a specific tool, an industry, team lead experience.
What does not count. University name, age, gender and family background are not job requirements. Leaving them out keeps the shortlist fair and keeps the discussion short.
Screening guides converge on the same idea: keep must-haves to a small number and treat everything else as a differentiator (EasyHire, Willo). If you have eight must-haves, you have a wish list.
All CVs should land in one place, too. If half arrive on WhatsApp and half by email, you will spend the afternoon hunting for attachments instead of reading them.
Step 1: Let knockout questions do the first cut
A knockout question is a short yes/no question on the application form that checks one hard requirement. As JOIN puts it, it takes the candidate seconds to answer and takes none of your time to process.
Use one to three, never more. Good knockout questions for Pakistani roles:
"This role is on-site in Karachi, Monday to Friday. Can you work on this basis?"
"This role requires a valid Pakistan Engineering Council registration. Do you have one?"
"This role needs you to start within 30 days. Is that possible for you?"
Only turn a must-have into a knockout if a "no" really ends the conversation. Anything softer ("experience with SAP preferred") belongs in the scorecard, not the filter. Too many required questions also put good people off applying.
On one small business owner's thread about 200+ applications in five days, the advice included exactly this: a short form with a few qualifying questions, then a rapid-rejection pass (r/smallbusiness).
Step 2: A 30-second first pass
Now open the CVs that passed the knockout questions, but do not read them yet. Scan each one against your three must-haves and drop it into one of three piles:
Pile | Meaning | What happens next |
|---|---|---|
Yes | Clearly meets all three must-haves | Full read in Step 3 |
Maybe | Meets two, or the CV is unclear | Read only if the Yes pile is thin |
No | Clearly misses a must-have | Polite rejection in Step 4 |
Recruiters already skim. Ladders' 2018 eye-tracking study found an average initial CV screen of 7.4 seconds. Thirty seconds against written must-haves is slower, but it is consistent, and that is what makes it fair.
Rules for this pass: do not score, do not take notes, do not go back. If you hesitate for more than 30 seconds, it is a Maybe.
Step 3: Score the Yes pile on one scorecard
This is where you actually read. Give each Yes CV three to five minutes and fill in one row per criterion:
Criterion | Type | Met / Partly / Not met | Evidence from the CV |
|---|---|---|---|
2+ years accounts payable | Must | Met | "AP Executive, 2023 to present, 400+ invoices a month" |
Works on-site in Lahore | Must | Met | Answered yes on the form |
Has used SAP or Oracle | Signal | Partly | Lists SAP, no role describes using it |
Month-end close experience | Signal | Not met | No evidence |
Three verdicts are enough. Outrely's method uses the same Met / Partly / Not met scale and counts must-haves double. The evidence column matters most: when the hiring manager asks "why her?", you point to a line in the CV, not a feeling.
Pick your top eight to ten. If the Yes pile gives you fewer than five, go back to the Maybes.
What the afternoon looks like. An illustrative example, not a benchmark: 200 applications come in. Knockout questions remove those who cannot meet a hard requirement. Say 120 remain. At 30 seconds each, the first pass takes about an hour. If 30 land in Yes, the scorecard reads take 90 to 150 minutes. Add 20 minutes for the Maybes and you are done in roughly four hours.
Step 4: Close the loop with everyone
The shortlist is not finished until every applicant knows where they stand.
Shortlisted: message within a day with the next step and a time.
Maybe: a short "we are still reviewing" note, so they do not chase you on WhatsApp.
Not moving forward: a polite, templated rejection. It takes minutes in bulk and protects your employer brand in a market where candidates talk.
Share the scorecard with the hiring manager rather than forwarding CVs one by one. Disagreements become a discussion about one row of evidence, not about the whole person.
Where software helps, and where you decide
You can run this process in a shared spreadsheet. Software makes the slow parts disappear.
In Taraki, applications from every channel land in one applicant tracking table, and screening questions can filter out applicants who do not meet the basics. AI scoring checks each applicant against your job and gives them a score the moment they apply, so the strongest are at the top when you open the list, and you can add your own criteria for the role. Your team can then tag each other and leave notes on candidates instead of forwarding CVs on WhatsApp.
A score is a first pass, not a decision. Read the Yes pile yourself, check the evidence, and make the call as a team. If you are comparing tools, our guide to the best recruitment software in Pakistan covers the options with prices in rupees.
We make Taraki, so weigh that when reading this section.
Frequently asked questions
How long should I spend on each CV?
About 30 seconds on a first pass against your must-haves, then three to five minutes only on the CVs that pass. Spending the same time on every CV is what makes screening take days.
How many candidates should be on a shortlist?
For most roles, eight to ten for a phone screen, which usually narrows to three to five interviews. If you cannot find five strong candidates, revisit your must-haves or your job post.
What are knockout questions?
Short yes/no questions on the application form that check one hard requirement, such as location, a required licence or availability. Use one to three, and only for requirements where "no" truly ends the conversation.
Is it fair to reject someone after 30 seconds?
Yes, if the decision is based on written must-haves applied to everyone. Unfair screening comes from shifting standards and irrelevant factors, not from speed. See our fair screening process.
Can AI shortlist CVs for me?
AI can rank applicants against your job so you start with the strongest, but it should not make the final decision. Use the score to decide what to read first, then check the evidence yourself.
What if most applicants do not meet the requirements?
That usually points to the job post. Make the must-haves clear in the post itself, add knockout questions, and check whether your requirements match the salary you are offering.
Want every applicant scored before you open the list? See how AI scoring works or see pricing.
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