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Commercial Analyst

Medline · Northfield, IL · $67,000–$101,000 a year · Full time

Posted Jul 20, 2026 · We last checked this listing on Oct 6, 2026

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Likely interview questions for this role

Written from this job description, not a generic list. Each one notes what the interviewer is really checking.

About your past

Tell me about a time you presented findings to sales management and they pushed back.

What they are checking: Whether they can defend analysis with evidence and stay open to new information.

Tell me about a time you reduced manual work in a reporting process.

What they are checking: Whether they drive efficiency, as the posting asks.

What would you do

Two teams define the same metric differently. How do you fix that?

What they are checking: Whether they can create shared business definitions, which the posting names.

Leadership asks for a quick answer on a pricing scenario by end of day. How do you handle it?

What they are checking: Whether they can deliver fast while being clear about assumptions.

About the work

Walk me through how you would build a model to show the impact of a price change on margin and sales compensation.

What they are checking: Whether they can model connected commercial levers, which is the heart of the role.

How do you track modeled versus actual performance during the year and explain the gap?

What they are checking: Whether they can explain variance in a way leadership can act on.

What is a run-rate analysis, and when is it misleading?

What they are checking: Whether they understand the limits of common commercial analyses.

How would you evaluate whether an AI tool actually improves forecasting or pricing work?

What they are checking: Whether they can test AI tools with real measures instead of hype.

What SQL or data tools do you use when working with large datasets?

What they are checking: Whether they can work with big data directly.

How do you make sure your models are accurate before they are used for planning?

What they are checking: Whether they check their work, since planning decisions rest on it.

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The full job description

As published by Medline.

Job Summary Dissect, analyze, and deliver solutions that improve business and financial performance across the commercial organization. Develop scenario data modeling for large datasets and present findings and recommendations to sales management. Plan and prepare business, financial and data analysis and reports. Job Description Responsibilities: • Build scenario-based models across commercial levers — including pricing, base cost, margin, and compensation — to quantify financial impact and inform annual planning and in-year strategy. • Support the design and continuous improvement of reporting processes and business definitions to reduce manual effort and improve data accuracy, consistency, and timeliness. • Contribute to commercial AI and analytics initiatives — including the evaluation, piloting, and adoption of AI-enabled tools to enhance forecasting, pricing, and reporting workflows. • Track and report on modeled-vs-actual performance throughout the fiscal year, giving leadership consistent visibility into projected versus realized outcomes. • Conduct year-over-year and run-rate analyses across the commercial portfolio, translating results into clear recommendations for sales and commercial leadership. • Develop moderately complex reports and queries for sales management. Measure the trends, efficiencies and effectiveness of sales and resource allocation and utilization. • Collaborate with Sales, IS and Finance to develop, create and maintain reporting requirements and ensure systems provide accurate and timely data. Required Experience: Education • Bachelor’s degree in Business, Finance, Accounting, Information Systems, Mathematics or Applied Statistics. Work Experience • At least 2 years of experience in sales analysis. Additional - Ability to successfully apply standard financial, accounting and business problem-solving skills to business problems with multiple variables. • Advanced Excel skills; proficiency with data tools such as Alteryx, SQL, Power Query, Tableau/PowerBI or Python. • Strong ability to translate complex data logic into clear business narratives for both analysts and executive stakeholders. • Detail-oriented with proven ability to manage large datasets and competing priorities. Medline Industries, LP, and its subsidiaries, offer a competitive total rewards package, continuing education & training, and tremendous potential with a growing worldwide organization. The anticipated salary range for this position: $67,000.00 - $101,000.00 Annual The actual salary will vary based on applicant’s location, education, experience, skills, and abilities. This role is bonus and/or incentive eligible. Medline will not pay less than the applicable minimum wage or salary threshold. Our benefit package includes health insurance, life and disability, 401(k) contributions, paid time off, etc., for employees working 30 or more hours per week on average. For roles where employees work less than 30 hours per week, benefits include 401(k) contributions, paid time off, as well as access to the Employee Assistance Program, Employee Resource Groups and the Employee Service Corp. For a more comprehensive list of our benefits please click here . We’re dedicated to creating a Medline where everyone feels they belong and can grow their career. We strive to do this by seeking diversity in all forms, acting inclusively, and ensuring that people have tools and resources to perform at their best. Explore our Belonging page here . Medline Industries, LP is an equal opportunity employer. Medline evaluates qualified individuals without regard to race, color, religion, gender, gender identity or expression, sexual orientation, national origin, age, disability, neurodivergence, protected veteran status, marital or family status, caregiver responsibilities, genetic information, or any other characteristic protected by applicable federal, state, or local laws.

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