Optimize Your CV Database in 3 Steps
Your sleeping CV database can become your greatest recruitment asset. Here's how to wake it up
Your CV database is a sleeping goldmine. Years of recruiting, thousands of CVs, candidates you found interesting but can’t recall. And in reality, how much do you reuse? 10%? Less?
Good news: you can wake up this asset. No need to rebuild everything. Just three simple, practical steps.
Step 1: Look at what you actually have
Before doing anything, you need to know what you have.
Ask yourself these simple questions:
- How many CVs are over 3 years old? (Usually 40-60% in unmaintained CV databases)
- Are there duplicates? The same candidate applied twice with different email addresses
- What format are your CVs? Text files or scanned images you can’t use?
- Do you have basic info? Current position, location, when they applied — or is this missing?
One hour of audit gives you clear visibility. You’ll know exactly how much cleanup to do.
Step 2: Clean (the real work)
This is the most tedious step, but it changes everything.
Remove duplicates
Start by finding who applied twice. Most HR tools (ATS) have a function for this — takes 30 minutes.
Standardize job titles
One candidate wrote “Dev front,” another “Frontend Developer,” a third “Front-end Engineer.” They all do the same work.
Create a simple list of standardized titles. “Frontend Developer” instead of 5 different versions. This helps enormously.
Scanned images: OCR
If you have old CVs as images (pre-2015), run them through a converter (like Tesseract, or AWS/Google tools). It’s semi-automatic and relatively quick.
Archive the old
CVs over 5 years old with no recent contact? Put them in an “archives” folder. They pollute your results otherwise.
How long does this take? Between 1 and 3 days depending on your database size. You can do it progressively.
Step 3: Enrich for relevance
A clean CV is good. A CV enriched with extra info is better.
Add HR notes
After an interview, you note “excellent communicator” or “profile lacks motivation”? These human notes are valuable for RelaSync. They capture nuances the CV doesn’t.
Fill in availability
One simple field: “actively seeking,” “open to opportunities,” or “stable in current role.” Just 30 seconds per CV. Extremely useful for urgent recruiting.
Extract skills
If your ATS allows skills extraction (Workday, Greenhouse, others), enable it. It takes time but it’s very useful.
Bonus: LinkedIn enrichment
If your processes allow, you can enrich profiles with LinkedIn data (with appropriate consent, of course).
The result
A clean, enriched CV database becomes:
- 2x faster to explore (no more garbage results)
- 2x more effective (you really find the right candidates)
- A competitive advantage (your database is usable; competitors’ aren’t)
Best practice to remember
Don’t let perfection paralyze you. You don’t need to do this in 2 days. Do it gradually:
- Week 1: remove duplicates and archive old ones
- Week 2: standardize titles
- Weeks 3-4: add HR notes during interviews
- After: enrich progressively
And once it’s done? Your sleeping CV database becomes your best recruiting tool. You reactivate past candidates, you find ones you’d forgotten about. It’s literally free money in terms of time and quality.
RelaSync performs best with a clean database. But even an imperfect base will be better than before. So start — it’s simpler than you think.