Module 10 · Chapter 10

Career Development and the Job Search

The job search is a skill, not a personality trait. Students who treat it that way — who build a resume, practice interviews, track applications, and revise their approach based on results — consistently outperform students with stronger credentials who don't.

The resume as evidence document

A resume is not a biography. It is the evidence you submit for the claim that you can do this job. Every bullet either strengthens that evidence or wastes a line. Organizations pattern-match fast; the resume that wins interviews is the one where the relevant skills are visible in the first ten seconds.

Bullet Matching · 20 XP

Match the original description to its strong version.

Click the pair as you go.

Original A: "Helped plan events for the student organization."

Strong A: "Planned and executed 12 events for 350-member student organization; managed $8,000 annual budget; increased attendance 40% through targeted social outreach."


Original B: "Tutored other students."

Strong B: "Tutored 18 students in organic chemistry over two semesters; 94% earned B or higher; developed reusable problem-set materials adopted by department tutoring center."


Original C: "Worked on a research project."

Strong C: "Co-authored research poster on [specific topic] with Dr. [Name]; analyzed data from n=240 participants; presented findings at [specific conference, date]."

The pattern: specific number + specific action + specific result. Every time.

The cover letter in three paragraphs

Paragraph 1 — the hook. Why this specific organization, this specific role? Name something real about them, not a platitude.

Paragraph 2 — the evidence. Two or three specific accomplishments from your record that map to what this job requires. Not your whole life — just what matches.

Paragraph 3 — the close. What you'd bring. How to reach you. Short.

AI is useful for brainstorming the hook, checking fit between your experiences and the job requirements, and critiquing a draft. It is not useful for producing the letter itself — cover letters that read as AI-written land in the same pile as resumes with typos.

The behavioral interview

Most professional interviews are behavioral: "Tell me about a time when..." The answer is not "I am a hard worker." The answer is a short story with four parts.

The STAR structure

Situation — briefly, the context.
Task — what you specifically had to do.
Action — what you did. Specific. First-person.
Result — what happened. Measurable if possible.

Answers without a result are the most common failure. Bad candidates describe the situation. Good candidates finish the story.

Mock Interview Prompt · 15 XP
I have an interview for [role] at [organization]. The role requires [key requirements from the posting]. My relevant background: [your background]. Please conduct a mock behavioral interview. Ask me one question at a time, wait for my response, and give me brief feedback on my answer (using the STAR structure as a check) before moving to the next question. Start with a question that would be common for this specific type of role.

Do this the night before any interview. Thirty minutes of deliberate practice changes how you perform.

Scenario · 15 XP

You have two offers: Company A ($68k, local, stable, no growth plan you can see) and Company B ($62k, across the country, emerging field, clear path to senior role in 3 years). How should you decide?

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