Employer-Ready Criteria for Data Analysis Career Starters

Resume Criteria

Content

Heading

Include name, phone number, professional email address , city and state or region, and written out  hyperlinks to LinkedIn and GitHub.

Summary

  • Title of role pursuing (do not identify as a student).
  • Try to connect past experience (work or volunteer roles) to target role.
  • Avoid pronouns.
  • 2-3 transferable skills (ex. adaptable; time management; communication; innovative; collaborative; conflict resolution).
  • Accomplishments, recognitions, and/or awards. 
  • Training or certifications

Skills

  • Include skills / concepts / methodologies (etc.) acquired in the program.
  • Ensure programming languages and technologies conform to standard spelling and style for the industry.

Projects

  • Include three of your strongest projects 
  • Include a brief description for each project (1-2 lines) 
  • Include skills / concepts / methodologies (etc.) used
  • Include written links to both deployed projects and code.

Experience

  • Experience listed in reverse chronological order, with job title, job description, company name, city and state or province, and dates of employment. 
  • Start every bullet with an action verb; don’t use the same verb more than once.
  • Cite accomplishments, recognitions, and/or awards (do not list job duties).
  • Bullets are concise, direct, and listed in order of importance.
  • Quantify work as much as possible, eg. “200 tickets closed per month”.
  • Use transferable skills from past roles or volunteering that will speaker to your target role (e.g. attention to detail, thrives under pressure, etc.).

Education

  • List education above Experience (unless you have work or volunteer experience).
  • Listed in reverse chronological order 
  • Include city and state
  • Include title (ex. certificate, bachelor’s, master’s, etc.) 
  • Include the current program as the most recent item in education and ensure it is listed as a certificate.

Applicant Tracking System (ATS)

  • Include standard heading titles (Summary, Skills, Technical Skills, Projects, Experience, Education).
  • Spell out acronyms and abbreviations (abbreviated months are acceptable).
  • Use bullets instead of asterisks. 
  • Avoid images, icons, or photographs.
  • Avoid colored text.
  • Avoid columns, tables, text boxes, and graphs.
  • Do not write in the header or footer of the document. 
  • Use keywords that match the job description and align with required skills needed for each specific role.

Design and Format

Simplicity

  • No template language or blank areas.
  • Design does not get in the way of necessary text/content.
  • Text fills the page without overcrowding.
  • Balanced margins, between 0.5” – 1.”
  • No more than one page if new to the field, two pages if have relevant experience.
  • Name and headlines stand out.
  • Few (or no) hanging lines (where just a few words take up an entire line).

Consistency

  • Font size of 11 or 12.
  • Consistent and professional font style. It’s okay to use different fonts for the headings and body. Professional font styles include: Arial, Calibri, Cambria, Georgia, Helvetica, Times New Roman.
  • Consistent use of bold, italic, and underline; same bullet point style for all lists.

Accuracy

  • Consistent punctuation throughout.
  • No grammar errors; no spelling errors.
  • No personal pronouns (I, we, he, or she).
  • Abbreviations or acronyms are not used unless necessary.

GitHub Profile Criteria

Professional Profile

  • A personalized photo or image (something other than the default identicon).
  • Email or other contact info is listed.
  • A descriptive tagline, e.g. “Data analyst working primarily in Python.”

Clean, Well-Organized Repositories

  • Each repository contains one project.
  • Each repository has a working code.
  • The code is organized into an appropriate directory structure (each repo contains at least one folder).
  • Each repository is appropriately named (i.e. Austin Weather Analysis vs. homework12).
  • Each repository has a descriptive tagline.

Readable Code

  • Variables are clear.
  • Code uses appropriate white spacing, e.g. indentation. 
  • Jupyter Notebook files contain comments and headings.

Code Follows Technical Standards

  • Clean code.
  • Repository contains .gitignore files when necessary.

Commit Histories

  • At least 5 commits per repository.
  • Regular activity, including continued activity at least once per week after graduation.
  • No profanity in commit history.
  • Meaningful commit messages.

Project Focused READMEs

  • Each project contains a README file. Those that do not should be hidden.
  • Clearly states the problem the project is trying to solve. 
  • Screenshots of the data collected and explanations as to why the data is displayed in this way.

Correct Grammar, Spelling, and Punctuation

  • Consistent punctuation throughout.
  • No grammar errors or spelling errors.

LinkedIn Profile Criteria

Compelling Introduction

  • Professional profile photo. 
  • Customized background image. 
  • Up-to-date contact information (email). 
  • Catchy headline that incorporates target role. 
  • Clear summary statement that speaks to experience, background, and professional qualifications.

Experience

  • Experience listed in reverse chronological order, with job title, job description, company name, city & state or province, and dates of employment. 
  • Start every bullet with an action verb; don’t use the same verb more than once.
  • Cite accomplishments, recognitions, and/or awards (do not list job duties).
  • Bullets are concise, direct, and listed in order of importance.
  • Quantify work as much as possible, eg. “200 tickets closed per month”.
  • Use transferable skills from past roles or volunteering that will speaker to your target role (e.g. attention to detail, thrives under pressure, etc.).

Education

  • List education above Experience (unless you have work or volunteer experience).
  • Listed in reverse chronological order 
  • Include city and state with 
  • Include title (ex. certificate, bachelor’s, master’s, etc.) 
  • Include the current program as the most recent item in education and ensure it is listed as a certificate.

Skills, Recommendations, Accomplishments, and Interests

  • These sections give a fuller picture of who you are.
  • At least 20 skills, both technical and transferable. 
  • At least 2-4 recommendations that attest to your skill set and work ethic. 
  • At least 2-3 projects highlighted with working links.
  • At least 20 interests displayed, with a mix of personal and professional interests.

Accuracy

  • All spelling is accurate with consistent punctuation. 
  • Tone consistent throughout. 
  • All links work.

Professional Brand Statement Criteria

Concise

Consists of 75-150 words.  Keep it focused and make every line count.

Targets Role

First line presents you in your desired role. Avoid identifying as a student (as you will use this after graduation). Ex: Back-End Developer, Front-End Developer, QA Specialist.

Includes Education

Includes only relevant degrees, certifications, and/or training. Make sure you include the completed program to demonstrate your technical training. Ex: Certificate in full stack web development from XYZ University.

Includes Skills and Strengths

Includes 3-5 relevant technical skills and professional strengths that align with a desired role.

  • If available, use the job description to determine the best skills to include.
  • Show how you have applied these skills and strengths in previous roles or projects.

Demonstrates Value

Showcases professional or academic achievements, accomplishments, successful projects, and recognitions. Hint: Aim for professional, but if you lack professional experience, pull from academics.

Includes Motivation/Aim

Determine what motivates you professionally. What end results do you hope to achieve in your role? 

Positions Yourself

Sell, don’t summarize! Connect how your past experience, skills, and/or training have prepared you for your desired role. This is where you can provide examples to support your claims. Hint: To demonstrate that you are a team player, give an example of working successfully in a team environment. Show outcomes of your work.

Presentation

No spelling or grammatical errors. No slang. No redundant word choices. Varied sentence structure.


How a Boot Camp Helped this Leader Enhance Her Data Expertise

Spending more time making data-led decisions alongside the analytics and business insights teams within her organization led Jenny Bersinic to continue her journey as a lifelong learner, and invest in continuing to enhance her data IQ.

Related Industries: Data Analytics

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