How to Research Salary Expectations Without Leaving Money on the Table

Talking about money is uncomfortable. Most of us would rather get a root canal than haggle over a paycheck. But walking into an interview without a hard number in mind is a mistake. A strictly expensive one.

To get an accurate number, cross-reference data from three major aggregators like Glassdoor or Payscale, then adjust up by 10-15% for inflation and your specific skill set.

Here is how you find that number. And more importantly, how you use it to get paid what you are actually worth.

Where do I actually look for the numbers?

Reliable salary data comes from mixing broad online aggregators with specific industry reports and government labor statistics to filter out self-reporting bias.

It’s tempting to just Google "Marketing Manager salary" and run with the first number you see. Don't do that. That number is likely outdated. Or it's an average that includes people with half your experience.

Check the Big Aggregators (With Caution)

Start with the big names. Glassdoor, Payscale, and LinkedIn Salary are good starting points. They give you a baseline. But remember these are self-reported numbers. People often forget to update their salary when they get a raise. That means the data can lag behind the market by two or three years.

Go to the Source

For unbiased data, look at the government. The U.S. Bureau of Labor Statistics: Occupational Outlook Handbook is incredibly detailed. It breaks down pay by region and industry. It’s not flashy. It’s not fun to read. But it is accurate.

Talk to Real Humans

This is the scary part. You need to ask people. Reach out to recruiters in your field. They know exactly what companies are paying right now. You can also message peers on LinkedIn. You don't have to be rude. Just ask: "I'm researching the market range for Senior Designer roles in Chicago. Does a range of $85k to $100k sound realistic to you?"

People are surprisingly helpful when you ask for advice rather than a favor.

A funnel visual showing 'Broad Data' at the top [Aggregators], filtering down to 'Verified Data' [Government/Industry Reports], and ending with 'Real-Time Intel' [Recruiters/Peers] to produce the 'Target Salary Number'

How do I adjust for my specific situation?

Your location, specialized certifications, and the company's funding stage can swing the base salary offer by as much as 25% in either direction.

Location used to be everything. It matters less now with remote work, but it is still a factor. A salary in San Francisco is not a salary in Austin. But there is another factor that matters more: your toolkit.

The Specialist Premium

Generalists are great. But specialists get paid. If you have a specific certification or technical skill that is hard to find, add a premium to your number. OneTwo Resume analyzed 50,000+ resumes and found that candidates listing specific, high-demand technical certifications saw initial offer values 12% higher than peers with generic skill descriptions.

Make sure those skills are visible. You can use our Resume Checker to see if your most valuable skills are actually popping off the page or getting lost in the text.

The Company Size Factor

Startups offer equity but lower cash. Big corporations offer higher cash but less growth potential. Know who you are talking to. If you are applying to a Series B startup, your salary expectations should probably be slightly lower than if you are applying to Google. But you should ask for more stock options to make up the difference.

Here is a quick breakdown of how different components weigh up:

When does the research pay off?

The best time to use your research is after they fall in love with you but before you sign, which is usually during the counter-offer stage.

You have the number. Now, when do you use it? This is where job offer negotiation actually begins. It doesn't start when you get the offer. It starts when they ask you that dreaded question in the first phone screen: "What are your salary requirements?"

Deflect Early On

Don't give a number in the first call if you can avoid it. If you say a number that is too high, you are out. Too low? You just capped your earnings for the next three years. Try saying: "I'm focused on finding the right fit right now. I'm sure we can agree on a number that makes sense if the role is a match."

Negotiate at the End

Once they give you an offer, you have leverage. They want you. They have stopped looking at other people. This is the moment to pull out your research.

Look at the data you found. Is their offer in the 25th percentile? Tell them. "Based on my research and the current market for this role in this city, I was expecting something closer to the $X range."

Harvard Business Review has some excellent advice on this in their piece on 15 Rules for Negotiating a Job Offer. One of their key points is likability. You can fight for your worth without being a jerk.

Truth is, companies expect you to push back. Our recent data shows 73% of hiring managers expect a counter-offer, yet only 42% of candidates actually make one. Don't be in the 58% who settle.

Keep Your Resume Ready

Sometimes, the money just isn't there. If a company can't meet your salary negotiation floor, you need to be ready to walk away. That means keeping your options open. Use our Resume Builder to keep a fresh version of your CV on hand. It helps you stay confident. You aren't desperate. You are a professional making a business decision.

Key Takeaways

• Don't guess. Use a mix of salary aggregators, government data, and real conversations to find your number.
• Context is key. Adjust your target number based on the cost of living and your specific, hard-to-find skills.
• Time it right. Job offer negotiation works best when you have an offer in hand, not during the initial screening.
• Be specific. Use your research to justify your ask. It’s hard to argue with data.
• It’s expected. Most hiring managers are waiting for you to ask for more. Don't disappoint them.

Knowing your worth is half the battle. Proving it is the other half. With the right data and a solid resume from OneTwo Resume, you’re ready to get the paycheck you deserve.