Behavioral & Offer Negotiation
Salary Negotiation for Data Scientists
Negotiation is expected and respected in tech hiring. Companies budget for it, and recruiters are trained for it. Not negotiating leaves money on the table.
Know Your Market Value
Before any negotiation, research thoroughly:
Data sources for salary research:
| Source | Best For |
|---|---|
| Levels.fyi | Big tech specific numbers with levels |
| Glassdoor | Broad company coverage |
| Blind | Anonymous real discussions |
| LinkedIn Salary | Role-specific ranges |
| Hired/Triplebyte reports | Industry trends |
Factors that affect your range:
- Years of experience
- Company size and funding stage
- Location (remote vs on-site)
- Specific skills in demand (ML, experimentation, etc.)
- Education and credentials
- Counter-offer leverage
Timing the Conversation
When to discuss salary:
| Stage | What to Say |
|---|---|
| Initial screen | "I'm flexible and want to learn more about the role first" |
| Before final round | Still deflect: "I'd love to understand the full scope before discussing" |
| After verbal offer | NOW negotiate |
Key principle: Never give a number first. The first number anchors the negotiation.
Deflection scripts:
- "I'm more interested in finding the right fit. What's the range for this role?"
- "I'd prefer to understand the full compensation package before discussing numbers"
- "I'm flexible depending on the total package - base, equity, and benefits"
The Negotiation Framework
Once you have an offer:
Step 1: Express Enthusiasm (But Don't Accept)
"Thank you so much for the offer. I'm really excited about the role and the team. I'd like to review the full package and get back to you."
Step 2: Ask for Time
Standard is 3-5 business days. Request a week if you have other processes running.
Step 3: Make Your Counter
Structure your ask:
"Thank you again for the offer. I'm very excited about joining [Company].
Based on my research and other opportunities I'm considering, I was hoping
we could discuss the base salary. Given my [X years experience / specific
skill / competing offer], I'm targeting [amount].
Is there flexibility here?"
Step 4: Be Ready for Responses
| Their Response | Your Response |
|---|---|
| "That's above our range" | "What is the range? What would it take to reach [target]?" |
| "We can do X" (partial increase) | "I appreciate that. Can we also look at [signing bonus/equity/etc]?" |
| "The offer is final" | "I understand. Can we revisit this after my first review?" |
What to Negotiate Beyond Base Salary
Base salary isn't the only lever:
| Component | Negotiability | Notes |
|---|---|---|
| Base salary | Medium-High | Usually 10-20% room |
| Signing bonus | High | One-time, easier for companies |
| Equity/RSUs | Medium | Varies by company stage |
| Start date | High | Can get signing bonus spread |
| Remote work | Medium | Policy-dependent |
| Title | Medium-Low | Often standardized |
| Review timeline | Medium | Earlier review = earlier raise |
| PTO | Low-Medium | Often fixed by policy |
Pro tip: If base is stuck, ask: "If there's limited flexibility on base, could we explore a signing bonus or additional equity?"
Handling Multiple Offers
Multiple offers dramatically increase your leverage:
Do:
- Be transparent that you have other offers (not details)
- Give realistic decision timelines
- Let them know who they're competing with (industry, not specifics)
Say: "I'm fortunate to have another offer from a [similar company/competitive startup]. I'm really interested in [this company] because [specific reasons]. Can you help me make this decision easier?"
Don't:
- Lie about offers you don't have
- Play companies against each other aggressively
- Give ultimatums early in the process
Negotiation Psychology
Things to remember:
- Recruiters expect negotiation - it's part of their job
- A reasonable counter doesn't hurt your standing
- The worst they can say is no
- Companies invest significantly to hire you; they want it to work
Mindset shift: Don't think: "Am I worth this?" Think: "What does this role pay in the market?"
After Accepting
- Get the offer in writing before giving notice
- Confirm start date, title, salary, equity details
- Be gracious - you'll work with these people
- Stop negotiating once you've accepted
Negotiation is a professional skill that compounds over your career. An extra $10K now is worth $200K+ over 20 years with compounding raises. :::