The short answer
Search by responsibilities as well as title. Data analyst, analytics associate, and junior data scientist roles can offer different entry routes; verify the actual experience requirements in each posting.
Read past the entry-level label
An entry-level tag does not guarantee that an employer accepts applicants with no relevant experience. Read the required experience, degree expectations, and day-to-day work together. A posting focused on reporting and SQL is different from one asking you to deploy predictive models.
Try related titles such as data analyst, product analyst, analytics associate, and research assistant when their responsibilities fit your skills. They are not identical jobs, so tailor your application to the one you are actually seeking.
Present a project as a chain of decisions
A portfolio project should explain the question, data, cleaning choices, method, evaluation, and limitations. A notebook that only runs a model is less informative than an explanation of why you chose the target and how you checked whether the result was useful.
- State the question and where the data came from.
- Explain the cleaning and missing-data decisions.
- Use an evaluation appropriate to the task and describe the baseline.
- Distinguish your own work from a tutorial or team contribution.
- Make the repository runnable and remove secrets or private data.
Match evidence to the employer's work
For a reporting role, show clear SQL, reliable definitions, and communication of results. For a modeling role, show evaluation and awareness of failure modes. Use the tools the posting requests only where you can substantiate them.
Do not relabel coursework as employment or add an inflated model-performance figure without context. A well-explained limitation often demonstrates better judgment than an impressive-looking score on a poorly defined problem.
Build a shortlist you can act on
Check geography, work authorization, start date, and required experience before tailoring documents. Keep a record of the project or resume version you submitted. Use the job search below to inspect current openings, then verify each employer's requirements.
The article does not guarantee that every returned role is junior. Use the available filters and the description to decide whether a particular opening is an appropriate application.
Sources and further reading
Provider and employer requirements can change. Follow the instructions for the particular application or integration.