Creating a Science Portfolio That Stands Out

Stop Building Another Titanic Project! 🤦♂️ I have reviewed 133+ Data Science portfolios, and what I found was shocking: 90% had the same projects 80% never deployed them 50% couldn't explain their own code Let me be brutally honest - your Titanic survival prediction isn't going to land you that dream job. Here's what ACTUALLY impresses recruiters: 1. Real-World Impact Build products that solve actual problems. Forget academic datasets - create something people can use. 2. End-to-End Solutions Don't just stop at model building. Deploy your projects, create APIs, build user interfaces. Show you can deliver a complete solution. 3. Original Ideas House price prediction? Been there, done that. Think unique - maybe a tool that helps local businesses, or an app that solves a community problem. 4. Documentation Skills Clean code with clear documentation shows you can work in a team. If you can't explain your code, how will you collaborate with others? 5. Problem-Solving Approach Showcase your thinking process. The "why" behind your decisions matters more than the code itself. Want to stand out? I'm starting a cohort where we'll build real products together. No more cliché projects - let's create something meaningful. Comment your email 👇 and I'll notify you once the next cohort is open!

𝐓𝐡𝐢𝐧𝐤 𝐘𝐨𝐮𝐫 𝐏𝐨𝐫𝐭𝐟𝐨𝐥𝐢𝐨 𝐃𝐨𝐞𝐬𝐧’𝐭 𝐌𝐚𝐭𝐭𝐞𝐫? 𝐓𝐡𝐢𝐧𝐤 𝐀𝐠𝐚𝐢𝐧, 𝐈𝐭 𝐂𝐨𝐮𝐥𝐝 𝐁𝐞 𝐭𝐡𝐞 𝐊𝐞𝐲 𝐭𝐨 𝐘𝐨𝐮𝐫 𝐍𝐞𝐱𝐭 𝐉𝐨𝐛 𝐈𝐦𝐚𝐠𝐢𝐧𝐞 𝐭𝐡𝐢𝐬: A recruiter is looking at two resumes for a data analyst position. Both candidates have similar skills and experience, but one has a portfolio filled with real-world projects, detailed explanations, and tangible results. Which candidate stands out? When I was starting, I didn’t have a portfolio. I quickly realized that without it, I was missing a crucial opportunity to showcase my work. A strong portfolio isn’t just a collection of projects, it’s your story. It demonstrates how you think, solve problems, and make an impact. Here’s how to build a portfolio that truly shines: 1️⃣ 𝐒𝐡𝐨𝐰 𝐘𝐨𝐮𝐫 𝐁𝐞𝐬𝐭 𝐖𝐨𝐫𝐤: Focus on quality over quantity. Pick 3-5 projects that highlight your skills and have clear, measurable results. Whether it’s a model that improved decisions or a dashboard with impactful insights, each project should tell a story. 2️⃣ 𝐄𝐱𝐩𝐥𝐚𝐢𝐧 𝐭𝐡𝐞 𝐂𝐨𝐧𝐭𝐞𝐱𝐭: Don’t just list what you did, tell why it mattered. What problem were you solving? What was your approach? How did your solution benefit the business or users? This context helps employers see the value you bring. 3️⃣ 𝐇𝐢𝐠𝐡𝐥𝐢𝐠𝐡𝐭 𝐘𝐨𝐮𝐫 𝐏𝐫𝐨𝐜𝐞𝐬𝐬: Employers want to know how you think. Detail the steps you took, the tools you used, and any challenges you faced. Did you clean a messy dataset? Choose a specific algorithm? Showing your process sets you apart from others. 4️⃣ 𝐊𝐞𝐞𝐩 𝐈𝐭 𝐀𝐜𝐜𝐞𝐬𝐬𝐢𝐛𝐥𝐞: Make sure your portfolio is easy to navigate. Use a simple layout, and clear headings, and ensure all links work. If it’s a website, make sure it’s mobile-friendly. The easier it is to explore, the more likely it is to impress. Your portfolio is more than just an add-on to your resume, it’s a reflection of your skills, creativity, and attention to detail. In a competitive job market, it could be the difference between landing an interview and being overlooked. If you don’t have a portfolio yet, start building one today. If you have one, review it, does it showcase your best work? If you need feedback or help getting started, I’m here to support you. Found this helpful? Consider re-sharing 🔁 with your network. Follow Mohammed Wasim for more tips, success stories of international students, and data opportunities in US!

I have reviewed 100+ portfolio projects. If you want employers to hire you even without experience, Make sure your project does these 𝟲 things. A great portfolio isn’t just a collection of skills It’s a showcase of how you solve real problems. This is what makes a portfolio project stand out: => 𝗜𝘁 𝘁𝗲𝗹𝗹𝘀 𝗮 𝘀𝘁𝗼𝗿𝘆 Every strong project follows a simple arc: Problem → Solution → Impact. Make it clear what challenge you tackled, how you solved it, and the results. => 𝗜𝘁 𝘀𝗼𝗹𝘃𝗲𝘀 𝗮 𝗿𝗲𝗮𝗹 𝗽𝗿𝗼𝗯𝗹𝗲𝗺 The best projects come from real-world problems. Current events: Can you analyze a trending issue? (e.g., election results, COVID trends, mask effectiveness) Daily annoyances: What problem do you wish someone would solve? Do it yourself. => 𝗜𝘁 𝘀𝗵𝗼𝘄𝘀 𝗵𝗼𝘄 𝘆𝗼𝘂 𝘁𝗵𝗶𝗻𝗸 Good projects highlight your decision-making and problem-solving. Where did you pivot? What obstacles did you overcome? Show your process. => 𝗣𝗮𝘀𝘀𝗶𝗼𝗻 𝗺𝗲𝗲𝘁𝘀 𝗽𝗿𝗼𝗳𝗶𝘁 The best projects happen where interest meets impact. Find a topic you enjoy, just make sure it’s valuable to potential employers. => 𝗜𝘁 𝘀𝗽𝗲𝗮𝗸𝘀 𝗳𝗼𝗿 𝗶𝘁𝘀𝗲𝗹𝗳 A great project saves you time in interviews. If it’s well-structured, you’ll only need to explain the context once. The results will do the rest. => 𝗜𝘁’𝘀 𝗶𝗻𝘁𝗲𝗿𝗮𝗰𝘁𝗶𝘃𝗲 (𝗳𝗼𝗿 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘀𝘁𝘀/𝗦𝗰𝗶𝗲𝗻𝘁𝗶𝘀𝘁𝘀) Go beyond basic analysis and build interactive dashboards (Tableau, Power BI, Streamlit). Let your audience explore the data. A good portfolio project isn’t just technical It proves you can solve meaningful problems. Follow me, Jaret André to land the job you want 10x faster.