
Career Assessment Engine (AI powered)
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Post a project like this$500
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- Proposals: 27
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Freelance Technology Consultant & Software Developer – Web, Mobile & Cloud Solutions

Website Developer || Mobile App Developer || Website Designer || Ai Developer || Software Engineer

Website Developer | Mobile App Developer | Website Designer | Ai Developer | Software Engineer
Top Rated Website Development || UI/UX Design ||Mobile Application Development || AI Development Agency
Full-Stack Web & Mobile App Developer With AI Integration & Automation Expertise

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Description
Experience Level: Expert
I am looking for a full stack developer who will help me to create a platform that will guide students to identify the careers that are best suited for them based on a proprietary framework that I have created. I have been using this offline and now want to scale up by creating an online platform
How it works:
✅ Multiple question sets that I have designed→ answers captured from user. Answers can be based on scores or open ended text answers
✅ Non Question Inputs like grades, non academic achievements etc that user will upload
✅ Scores are normalized
✅ The framewrok that I have created generates fit scores for different career paths/roles
✅ Output = visual report/dashboard + narrative insights + PDF/shareable link
What needs to be built (MVP):
✅ An interface to ask questions
✅ one-by-one questions, smart prompts
✅ back/edit last answer, progress bar, pause/resume
✅ validate only 1–5 responses
✅ Scoring engine
✅ map answers → framework dimensions
✅ section scores + normalized scores + career fit ranking based on framework
✅ configurable weights (transparent logic) from backend
Tech (flexible) : Next.js/React + Node/Python + OpenAI + Postgres/Firebase + charts (Recharts/Chart.js) + deploy on Vercel/Render.
I will provide : question sets (owned by me)+ framework structure + CFIS mapping + sample report format.
How it works:
✅ Multiple question sets that I have designed→ answers captured from user. Answers can be based on scores or open ended text answers
✅ Non Question Inputs like grades, non academic achievements etc that user will upload
✅ Scores are normalized
✅ The framewrok that I have created generates fit scores for different career paths/roles
✅ Output = visual report/dashboard + narrative insights + PDF/shareable link
What needs to be built (MVP):
✅ An interface to ask questions
✅ one-by-one questions, smart prompts
✅ back/edit last answer, progress bar, pause/resume
✅ validate only 1–5 responses
✅ Scoring engine
✅ map answers → framework dimensions
✅ section scores + normalized scores + career fit ranking based on framework
✅ configurable weights (transparent logic) from backend
Tech (flexible) : Next.js/React + Node/Python + OpenAI + Postgres/Firebase + charts (Recharts/Chart.js) + deploy on Vercel/Render.
I will provide : question sets (owned by me)+ framework structure + CFIS mapping + sample report format.
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Last project
1 May 2026
India
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Log inClarification Board Ask a Question
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Is the career-fit framework already fully defined in a rules table/weighting matrix, or does that logic still need to be translated from documents into a usable model?
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Could you share a bit more about the key dimensions in your CFIS mapping or any specific OpenAI model/prompting preferences for the scoring logic?
This will help me align perfectly with your vision from day one!
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