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AI job boardJobs matched to youAutomated Job trackingEvery application, one boardAI resume builderTailored to each jobCover letter generatorPersonalised in secondsOutreach email generatorEmails in your own voiceJob compatibility analysisKnow your matchCompany researchInstant company briefsAI mock interviewPractice with feedbackCareer pathfinderMap where you go next
For Universities
AboutThe team and the missionBlogCareer strategy and adviceUser guidesHow to use FirstResumeEventsCareer fairs, talks and networkingContact usWe read everything
PricingJoin Community
Log inGet Started
FirstResume
AI job boardJobs matched to youAutomated Job trackingEvery application, one boardAI resume builderTailored to each jobCover letter generatorPersonalised in secondsOutreach email generatorEmails in your own voiceJob compatibility analysisKnow your matchCompany researchInstant company briefsAI mock interviewPractice with feedbackCareer pathfinderMap where you go next
For Universities
AboutThe team and the missionBlogCareer strategy and adviceUser guidesHow to use FirstResumeEventsCareer fairs, talks and networkingContact usWe read everything
PricingJoin Community
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All guides

Contents

  • The Good Match pill
  • The seven cards
  • Turn it into something you do
  • Before you rely on it

Pathfinder

Read a career path

What the Good Match pill means, which of the seven cards are worth your time, and how to turn Desired skills and Strategy into something you do.

Updated 15 September 2026 · 2 min read

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Contents

  • The Good Match pill
  • The seven cards
  • Turn it into something you do
  • Before you rely on it

A career path page is an AI write-up of one role, set against your profile. Generate one with Explore a career path, then use this to work out which parts to act on.

The Good Match pill

The green pill beside the role title is the AI's own verdict on fit. Its absence is not a rejection. The card Why this job is a Good Match for me? gives the reasoning either way, and it is the one to read before you decide anything, because it names the parts of your experience the AI counted.

AT

Pathfinder

PathfinderSaved Paths

Product Data Analyst

Suggested for Alex Tan, based on your profile and saved jobs

Good Match

About the role

Product data analysts sit next to a product team and answer the questions that decide what gets built. You own the reporting a squad runs on, design and read experiments, and turn messy event data into a clear recommendation. It is the natural next step from a product-facing internship like your one at Helix Studio, and it overlaps closely with the Graduate Data Analyst role you saved at Nimbus Analytics.

Desired skills

Hard skills:

SQLPython (pandas)Experiment designCohort analysisData modellingDashboard designApplied statistics

Soft skills:

Storytelling with dataStakeholder communicationCuriosityAttention to detailWorking across teams

Tools, software and certification:

TableauLookerdbtBigQueryAmplitudeGoogle Data Analytics Certificate

Companies to look for

Nimbus Analytics

nimbusanalytics.com/careers

A career path page: the role title with the Good Match pill, then About the role, Desired skills and Companies to look for.

The seven cards

About the role and Insights describe the job and its context. Why this job is a Good Match for me? ties it to you. Desired skills splits into Hard skills:, Soft skills: and Tools, software and certification:. Companies to look for names employers who hire for the role, each with a link to its site. Strategy and Advice for you cover getting in from where you stand now.

Turn it into something you do

The page links to nothing inside FirstResume. No jobs, no applications, so every next step is yours to take.

  • Read Desired skills against your own profile. Anything on the hard skills or tools list that you have but never wrote down belongs in your profile and your resume today.
  • Open the companies and check their careers pages. When you find a posting worth going for, add it as an application and FirstResume tailors a resume to it.
  • Treat Strategy as a list of things to start, and mark the ones that need a skill from Desired skills before you can begin.

Before you rely on it

Hover the tab bar and you see "AI can make mistakes. Review and edit the details before proceeding". Company details and skill requirements are worth checking against the employer's own pages.

Press Save at the top right before you go anywhere. Back to Pathfinder at the top left discards the page. See Save and revisit career paths.

Was this guide useful? Tell us what is missing on the contact page.

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More in pathfinder

  • Explore a career path

    Name a role you are curious about, or let Pathfinder suggest roles from your profile, and read a full write-up on either. Save it before you leave.

    Updated 15 September 2026 · 2 min read

  • Save and revisit career paths

    Save is the only thing that keeps a generated career path. Find the ones you kept under Saved Paths, and know that nothing removes them again.

    Updated 15 September 2026 · 1 min read

  • Popular

    What FirstResume is

    You keep one profile. Paste a job advert and FirstResume writes a tailored resume, cover letter and interview prep for that job, then tracks it.

    Updated 15 September 2026 · 2 min read

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Jobs

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Nimbus AnalyticsToday

Graduate Data Analyst

Singapore
Hybrid
0-2 years
$4.2k – $5.5k / month
Today
Join our insights team and turn product data into decisions. You will build dashboards, run experiments and present findings to teams across the company.Read more
V
Vertex Digital2 days ago

Junior Product Manager

London
Remote OK
0-2 years
£38k – £45k / year
2 days ago
Own the roadmap for our onboarding flows. You will work with design and engineering to ship improvements every sprint and talk to users weekly.Read more
N
Northwind Group3 days ago

Marketing Associate

Hong Kong
On-site
1-3 years
HK$22k – 28k / month
3 days ago
Run campaigns end to end across paid and organic channels, and help shape the voice of a fast-growing consumer brand.Read more
NI

Graduate Data Analyst

Nimbus Analytics

Singapore · Full-time · $4.2k – $5.5k / month

Salary

$4.2k – $5.5k / month

Experience Level

0-2 years

Job Type

Full-time

Work Arrangement

Hybrid

Requirements Summary

A degree in a quantitative field, working SQL and Python, and the curiosity to turn ambiguous questions into clear analysis. Experience with dashboards such as Tableau or Looker is a plus.

About the Job

Nimbus Analytics helps consumer teams understand how their products are used. As a Graduate Data Analyst you will sit with the insights team, own weekly reporting, and turn product questions into experiments, presenting what you find directly to decision makers.

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