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At some point, most agency-side analysts start wondering what it would be like to work in-house. The salary is usually better. The scope feels broader. You get to actually own the business outcomes instead of just reporting on them. One of my mentees just made that leap — from a media agency to a Senior Marketing Analyst role at a publicly traded real estate tech company — with a total package that came in more than 50% above what she was making at the agency. We did three rounds of mock interviews together. Here's what moved the needle.

The single biggest mental shift when going from agency to in-house is perspective. At an agency, you're measuring what the platform says — clicks, conversions, CPMs. In-house, those numbers are just the beginning of the conversation. When you're inside the business, you need to understand why the data looks the way it does — which means knowing the industry. In real estate, for example, a dip in marketing performance might have nothing to do with the campaigns. It might be interest rate movements, seasonal slowdowns in listings, or a shift in where buyers are searching. If you can only explain what the numbers are, without explaining what's driving them, you'll struggle in an in-house analyst role.

Panel interviews are common for in-house positions, especially senior ones, and they often include channel owners — the people who run paid search, email, content, or mobile — alongside the analytics team. Before going in, study every interviewer's LinkedIn. If someone owns mobile advertising and you've never touched it, spend a couple days getting oriented. You don't need to be an expert, but you need to be able to have a credible conversation. Channel owners want to know you can be a useful partner to them, not a bottleneck.

Before any interview at a consumer-facing company, use the product. Download the app. Walk through the website. Think about the experience from a user's perspective. Marketing analysts who can connect their work to actual user behavior — not just media performance — are significantly more valuable. That kind of thinking tends to come out naturally in interviews when you've actually spent time with the product.

In the final panel round, your technical credentials only take you so far. People also want to like you. Small moves help: reference something you admired about someone's career path, acknowledge a promotion or a project they've led. One more skill that makes analysts stand out: the ability to push back on requests that don't make sense — without burning relationships. Prepare a story where you had to redirect a stakeholder, and it worked out well. That's the kind of judgment in-house teams are looking for.