Behavioral & Negotiation
Salary Negotiation Strategies
4 min read
MLOps engineer salaries range from $150K to $350K+ depending on level, location, and company. Understanding negotiation fundamentals can add $20-50K to your offer.
MLOps Market Salary Data (2025-2026)
| Level | US (Major Tech Hub) | US (Other) | Remote/Global |
|---|---|---|---|
| Junior (0-2 yrs) | $130K-$170K | $100K-$140K | $80K-$120K |
| Mid (3-5 yrs) | $170K-$220K | $140K-$180K | $120K-$160K |
| Senior (5-8 yrs) | $220K-$280K | $180K-$230K | $150K-$200K |
| Staff (8+ yrs) | $280K-$350K+ | $230K-$280K | $180K-$250K |
Note: Total compensation (TC) includes base + equity + bonus. Numbers above are base salary; TC can be 30-80% higher at top companies.
When and How to Discuss Compensation
Early Stage (Recruiter Screen):
recruiter_asks: "What are your salary expectations?"
response_options:
deflect_early:
say: "I'm focused on finding the right role and team fit first. I'm confident we can find a number that works if we're a good match."
when: "You want to gather more information about the role first"
range_with_flexibility:
say: "Based on my research, similar roles range from $200K-$250K total compensation. I'm flexible depending on the full package."
when: "You have strong market data and want to anchor high"
ask_their_range:
say: "I'd love to understand the compensation band for this role. What range are you working with?"
when: "Some states require companies to share salary ranges"
avoid:
- Giving a specific number too early
- Saying your current salary (illegal to ask in many states)
- Accepting the first number they mention
The Negotiation Framework
negotiation_steps = {
"1_gather_information": {
"research": [
"levels.fyi for company-specific compensation",
"Glassdoor for company salary ranges",
"Blind app for anonymous tech salary discussions",
"LinkedIn salary insights"
],
"questions_for_recruiter": [
"What's the compensation structure (base/equity/bonus split)?",
"What level is this role calibrated at?",
"How often are refreshers granted?",
"What's the typical equity vesting schedule?"
]
},
"2_delay_until_offer": {
"goal": "Don't negotiate until you have a written offer",
"response": "I'm very excited about the opportunity. I'd like to see the full offer before discussing numbers.",
"reason": "Leverage increases once they've decided you're the candidate"
},
"3_express_enthusiasm_first": {
"goal": "Signal you want to accept before negotiating",
"example": "I'm thrilled about this offer and can see myself doing great work with your team. I'd like to discuss a few aspects of the package."
},
"4_negotiate_from_strength": {
"leverage_points": [
"Competing offers (most powerful)",
"Current compensation (if higher)",
"Specific skills that match their needs",
"Market data from similar roles"
]
},
"5_counter_effectively": {
"format": "Thank you for X. Based on [reason], I was hoping for Y.",
"example": "Thank you for the offer of $180K base. Based on my research and a competing offer at $200K base, I was hoping for $195K."
}
}
What to Negotiate Beyond Base Salary
negotiable_components:
equity:
ask: "Can we increase the equity grant to reflect the long-term value I'll bring?"
tip: "Often more flexible than base salary at growth companies"
signing_bonus:
ask: "Would a signing bonus be possible to offset the equity cliff?"
tip: "One-time cost is easier to approve than ongoing salary increase"
start_date:
ask: "Can we push the start date by two weeks?"
tip: "Take time to rest before starting; easier to get than money"
level:
ask: "Based on my experience, I believe this role should be leveled as Senior. Can we revisit the leveling?"
tip: "Higher level = higher salary band ceiling"
performance_review:
ask: "Can we schedule my first performance review at 6 months instead of 12?"
tip: "Earlier review = earlier raise opportunity"
remote_flexibility:
ask: "Can we make this role fully remote or 2 days/week in office?"
tip: "Remote work can be worth $20K+ in savings and quality of life"
professional_development:
ask: "Is there a learning budget for conferences and certifications?"
tip: "Common range is $2K-$10K annually"
Scripts for Common Scenarios
Scenario 1: They Ask Your Current Salary
"In [State], it's actually illegal to base offers on current compensation.
I'm happy to share my expectations for this role, which is [range] based on
market research for MLOps roles at this level."
Scenario 2: Offer is Below Expectations
"Thank you for this offer. I'm excited about the role, but the compensation
is below what I was expecting based on my research and experience. I was
hoping for a base closer to [X]. Is there flexibility in the budget?"
Scenario 3: You Have a Competing Offer
"I want to be transparent - I have another offer at [Company] for [amount].
Your role is my first choice because [specific reasons]. Is there room to
bring the compensation closer to match?"
Scenario 4: Final Offer, Take It or Leave It
"I understand this is the final offer. Before I accept, can we discuss
[specific non-salary item like signing bonus or equity]? That would help
me feel great about accepting today."
Common Negotiation Mistakes
| Mistake | Why It Hurts | Better Approach |
|---|---|---|
| Accepting immediately | Leaves money on the table | "I'm excited. Let me review and get back to you." |
| Negotiating via email only | Harder to read reactions | Request a call for final negotiation |
| Only focusing on base | Missing total comp picture | Negotiate the full package |
| Being confrontational | Damages relationship | Frame as collaborative problem-solving |
| No competing offers | Less leverage | Even interviewing creates implicit alternatives |
Remember: Negotiation is expected. Companies build in room to negotiate. Not negotiating is leaving money on the table - often $10-30K with a single conversation.
Next, we'll cover the offer evaluation framework. :::