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problem statement

individuals who  job search online, can't stay on track with following up on scattered applications and in result, struggle to manage their own process

Clarification

My Questions

Possible Answers

Why should job seekers document their process?

As job applications in 2025 require longer timelines and their scale is more complex than ever, job seekers use many tools to apply, leaving their open applications in many platforms

What are the constrains of such problem?

Its addressing a will to document a specific task and timeline, which a user could pick up/down at any given moment.

How many users apply for jobs online each month?

In the US alone, live 340 million people. Among them, 93% are online.  12M look for a job in any given month.  Assuming that the 12M are a representation of the entire population, 93% of 12M is 11.1M.  Knowing that Linkedin, the leading job search platform is serving 250M american users, we can assume that 11M out of those 250M job search online each month. Which means that the rest of them, 239M, are not job searching online in a given month.

Assumptions

My Assumptions

Possible Answers

Existing solutions

I suppose that many users use these solutions for their applications 
documentation: Gmail for application approval, Linkedin, Facebook, X, Whatsapp and Slack for Social Media networking and continious stages of interview and HR connections. Meanwhile, using Monday, Notion, Trello, Jira, Google Docs for writing actinable tasks related to a given application stage.

I would divide the online job applicants to active users who job search on a daily basis, active users who job search casually/while being employed, and those who job search once in a while, just to check how the market is doing

User segments

Market

The market that I will focus on is the united states

Goals

intuitive solution

positive user experience

clear design

Release an MVP and iterate with real users

KPIs

Cover 80% of product development areas each day, even the smallest tasks of them

Share the case study with at least 1 person each day, gaining professional feedback

Launch MVP in 14 days from ideation

Gain 20 users each week from launch
 

PMF signals of at least 50% of users complete key actions
 

Pain Points

Empathy as a bridge of understanding, seeing, hearing and validating users

MVP Prioritized 

Emotional

Clarity

Motivation

Time

Users are emotionally attached to their search as a window for change, stability & growth

The process of job search is unclear, hiring process, assessments and interviews require unpredicted variables

Job search is made with intention to finish it with a required result, which is driven by high motivation that could drop under some circumstances

Some of the job searches take longer than expected, resulting in frustration

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Jane, 21 from Manhattan | Software Developer | Graduated with honors from NYU | Unemployed

 

This is the first time Jane is looking for a job in tech. She used to work at a local pizza hut, she resigned now that she graduated. When job searching online, She is scattered between different tools like google docs, Linkedin saved feature and her Iphone notes app.

 

She wants to get a job asap and therefore needs to be very efficient with the job search. She wants to focus better on it, without distractions.

 

She sent so many job applications with her email but lost track of them after having more emails from university and advertisements.

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Daniel is undercover looking for a new position after climbing the work ladder at an Israeli cyber company, and relocating to New Jersey. Having been promoted and relocated for it, he feels like he should keep the job search as a secret from his direct manager.

 

Through his 8 years working there, he is attempting to find another position for the first time, and struggling with the process of applying.

 

Daniel is confused about tracking where is he at, for example, he once called a recruiter to asked about a review of his home assignment, which he was already told over the phone a week before that it was dismissed. his wife stresses him to push his search harder.

Daniel, 45 from New Jersey | Project Manager at a bank | Holds an MBA | Married + 3 kids 

User Personas

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'I created my own data sheet on google excel. then, I write every job i applied to: where, which position to, when did I apply, and if they returned to me'

Jane

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Jane

'Every few days im reminded that this spreadsheet exists, cause I realize that I get callbacks but it's been too long and now i can't remember who told me what'

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Jane

'I applied to 36 positions this week only.  last week it was for another 18 but they all declined me except for 2.'

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Jane

'I think that I apply for too many positions but not focusing on the most tailored once for me as i should'

User stories

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Daniel

'My wife thinks I should not apply and just save all the links in our WhatsApp group, so she can apply on my behalf during the weekends'

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Daniel

'some days I apply to positions and then I stop, because I don't have enough time. And I forget where I was applying'

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Daniel

'I don't really like Glassdoor and indeed, I mainly focus on Facebook ads'

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Daniel

"Yesterday, I saved several job positions on LinkedIn and then panicked thinking about my manager Dan seeing my 'saved' page. after all, it’s social media, right?"

Features

Must Have

Landing Page

Log In Page

Dashboard

Job Applications

Profile

Sign in/Sign Out

Location based Job Recommendations

Nice To Have

AI Assistant

Metrics

Technical Background

Front & Backend

Lovable Dev, React, TypeScript, Design Tailwind CSS, Shadcn/UI, Vercel

Integrations

Jobsearch API, SupaBase, GitHub

KPIs

Development

Cycle Time

KPI

Metric

Measure of development efficiency

Opportunity

Shortening feature development to create GTM efficacy in MVP

< 14 Days

Target

Deployment

Automated Deployment Success

How often CI/CD pipeline is handled daily

< 2 Times per day

Mean Time to Recovery (MTTR)

Time to recover for a production fail

< 3 Hours

MVP

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Tool kit

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