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Data analyst resume example, tailored to a job posting

Data analyst resume (entry level), before and after tailoring to one job posting. Each change is explained, and so is everything the posting asked for that the resume does not claim.

By Justin M., founder of BespokeJobs. Updated .

Everyone and everything in this example is fictional. Morgan Example, Example Home Goods, Sample City Transit, Example Community Health Network, and Example State University do not exist, and the job posting is invented.

About this example

This example shows what the generator is told to do and what it checks, as described in the resume guide. A real draft is written by an AI model from your own profile, so its wording will differ from this one, and from one run to the next. When the model is unavailable you get a profile-based resume instead, which the guide also describes.

Below is the text of the ATS resume (.docx). The human-readable PDF has the same content in the template you pick. Neither this example nor any draft predicts how an employer's hiring software will rank a resume.

The starting profile

This is what Morgan's profile holds after uploading a resume and reviewing the result.

Profile (fictional)

Morgan Example

morgan.example@example.com · 555-0103 · Raleigh, NC

Summary

Statistics graduate with a data analytics internship and SQL, Excel, and Tableau skills.

Experience

Sales Associate (Part-Time) | Example Home Goods | Jun 2025 - Present

  • Help customers find products and process sales and returns at the register.
  • Built a weekly Excel report of slow-selling items, which the store manager uses to set markdowns.
  • Restock the floor and set up seasonal displays.

Data Analytics Intern | Sample City Transit | May 2024 - Aug 2024

  • Wrote SQL queries against the ridership database to answer route planners' questions.
  • Built a Tableau dashboard of weekday ridership by route that planners used in weekly service reviews.
  • Found and documented 1,200 duplicate fare records in a ridership table, which the data team removed.
  • Presented ridership findings to the planning team at the end of the internship.

Skills

Customer service, Microsoft Excel, SQL, Tableau, Data cleaning, Statistics, R, Data visualization, Presentations

Education

  • Bachelor of Science • Statistics • Example State University • May 2025

The job posting

Morgan picks this job from the shortlist and generates a resume and cover letter for it.

Job posting (fictional)

Junior Data Analyst

Example Community Health Network · Raleigh, NC (on-site)

What you will do

  • • Write SQL queries to pull and join data from our patient scheduling database.
  • • Build and maintain dashboards in Tableau or Power BI.
  • • Clean and validate data and document the issues you find.
  • • Present findings to clinic managers.

What you need

  • • Bachelor's degree in statistics, economics, computer science, or a related field.
  • • Working knowledge of SQL.
  • • Experience with Tableau or Power BI.
  • • Strong Excel skills.
  • • Experience with Python or R.
  • • Able to explain findings to people without a technical background.
  • • Experience with healthcare data.

Nice to have

Power BI, Python

The tailored ATS resume

The tailored resume uses the same section headings and order as the .docx BespokeJobs produces.

Tailored ATS resume (fictional)

Morgan Example

morgan.example@example.com · 555-0103 · Raleigh, NC

Professional Summary

Statistics graduate who wrote SQL queries and built a Tableau ridership dashboard that route planners used in weekly service reviews during a data analytics internship. Found and documented 1,200 duplicate fare records in a ridership table. Builds a weekly Excel report of slow-selling items in a current retail role.

Experience

Sales Associate (Part-Time) | Example Home Goods | Jun 2025 - Present

  • Built a weekly Excel report of slow-selling items, which the store manager uses to set markdowns.
  • Help customers find products and process sales and returns at the register.
  • Restock the floor and set up seasonal displays.

Data Analytics Intern | Sample City Transit | May 2024 - Aug 2024

  • Built a Tableau dashboard of weekday ridership by route that planners used in weekly service reviews.
  • Wrote SQL queries against the ridership database to answer route planners' questions.
  • Found and documented 1,200 duplicate fare records in a ridership table, which the data team then removed.
  • Presented ridership findings to the planning team at the end of the internship.

Skills

SQL, Tableau, Microsoft Excel, Data cleaning, Data visualization, R, Statistics, Presentations, Customer service

Education

  • Bachelor of Science • Statistics • Example State University • May 2025

What changed, and why

  • The order of jobs does not change. The retail job is current, so it stays first. Tailoring cannot move the internship above it, but it can lead the retail job with its one data task, the Excel report.
  • The summary leads with the internship. The summary is where the most relevant experience can come first, so it opens with SQL and the Tableau dashboard and mentions the retail job last.
  • The strongest internship result comes first. The dashboard the planners used every week moves to the top of the internship, ahead of the SQL queries behind it.
  • Data cleaning is shown, not only listed. The posting asks for data cleaning and validation. The duplicate fare records bullet shows it with a number, and "Data cleaning" moves up in the skills.
  • The presenting bullet stays in plain words. The profile says Morgan presented findings to the planning team. The resume keeps that wording and does not describe the audience as non-technical, which the profile does not say.
  • Skills are reordered, not added. SQL and Tableau lead, R stays in the list, and customer service moves to the end.
  • Facts are copied, not written. Name, contact details, job titles, employers, dates, education, and certification names come straight from the profile. The model only chooses their order where order can change.

Each requirement in the posting, and where the resume answers it:

Each posting requirement and how the tailored resume answers it
The posting requiresIn the tailored resume
Bachelor's degree in statistics, economics, computer science, or a related field.The summary leads with the internship.
Working knowledge of SQL.The summary leads with the internship.
Experience with Tableau or Power BI.The summary leads with the internship. The strongest internship result comes first.
Strong Excel skills.The order of jobs does not change.
Experience with Python or R.Skills are reordered, not added.
Able to explain findings to people without a technical background.The presenting bullet stays in plain words.
Experience with healthcare data.Not claimed: Healthcare data.

Each tailored bullet beside the profile bullet it was rewritten from:

Each tailored bullet beside the profile bullet it was rewritten from
Tailored resumeFrom the profile
Built a weekly Excel report of slow-selling items, which the store manager uses to set markdowns.Built a weekly Excel report of slow-selling items, which the store manager uses to set markdowns.
Help customers find products and process sales and returns at the register.Help customers find products and process sales and returns at the register.
Restock the floor and set up seasonal displays.Restock the floor and set up seasonal displays.
Built a Tableau dashboard of weekday ridership by route that planners used in weekly service reviews.Built a Tableau dashboard of weekday ridership by route that planners used in weekly service reviews.
Wrote SQL queries against the ridership database to answer route planners' questions.Wrote SQL queries against the ridership database to answer route planners' questions.
Found and documented 1,200 duplicate fare records in a ridership table, which the data team then removed.Found and documented 1,200 duplicate fare records in a ridership table, which the data team removed.
Presented ridership findings to the planning team at the end of the internship.Presented ridership findings to the planning team at the end of the internship.

What it left out

Morgan's profile does not support these, so neither the resume nor the cover letter claims them:

  • Power BI and Python. Neither is in the profile. The posting accepts Tableau and R, which Morgan has.
  • Healthcare data. Morgan's data work is ridership and retail data, so neither document mentions healthcare.
  • On-site work. The profile does not say where Morgan can work, so neither document promises it.

Code checks only the resume's structure. Every entry in the Skills section has to match a skill in the profile, and every job title, employer, and date has to match an experience entry. A draft that fails either check is not used. Nothing checks the free text. The summary, the bullets, and the whole cover letter could still mention a skill, tool, or number the profile does not hold. Keeping them to the profile is an instruction to the model, not a check, so read every draft before you send it. If you do have a skill a posting asks for, add it to your profile before you generate.

The cover letter

Cover letter (fictional)

Morgan Example

Application for Junior Data Analyst at Example Community Health Network

Dear Hiring Team,

The Junior Data Analyst role at Example Community Health Network is the kind of job my statistics degree and internship were leading toward. I have a Bachelor of Science in statistics from Example State University, and during my data analytics internship at Sample City Transit, I built a Tableau dashboard of weekday ridership by route that our planners used in their weekly service reviews.

Your posting asks for SQL, dashboards, and careful data cleaning, and my internship covered all three. At Sample City Transit, I wrote SQL queries against the ridership database to answer route planners' questions. While doing that, I found and documented 1,200 duplicate fare records in one ridership table, and the data team removed them. That is the part of the work I enjoyed most, because a clean table is what makes a dashboard worth trusting.

I now work part-time as a sales associate at Example Home Goods. Along with helping customers and restocking the floor, I built a weekly Excel report of slow-selling items, and our store manager uses it to set markdowns. The report is simple, but it decides what goes on sale each week. My skills include SQL, Tableau, Microsoft Excel, data cleaning, data visualization, R, and presentations, and I would bring the same care with data to your patient scheduling database.

I would welcome the chance to talk about the dashboards and reports your clinics rely on, the data behind them, and how I could help build and maintain them. Thank you for your time and consideration.

Sincerely,

Morgan Example

  • The first sentence names the role and the company, and the opening leads with the dashboard rather than the current job.
  • The letter names presentations only as a skill. The bullet about presenting to the planning team is fourth in the internship, past the three highlights per role the letter sees, so if presenting matters for a posting, move it up in the profile.
  • The sentence about enjoying the cleanup is an opinion the model can write, not a fact it can check. Keep it only if it is true for you.
  • It runs 254 words, within the 250 to 350 the model is asked for, and closes by asking for a conversation and thanking the reader.
  • The letter is written from a shorter view of the profile: the three most recent roles with their first three highlights each, the first 12 skills, the certifications, and education without dates.

Pay, openings, and your own resume

Upload a resume and BespokeJobs ranks live openings against it, then tailors a resume and cover letter like this one for any match you pick.

How this example was made: we wrote it by hand, following the instructions the generator gives the AI model and the checks it runs, rather than running the generator. A real draft from the same profile would word things differently.