Making Your Engineering Resume Stand Out In A Crowd

I’ve reviewed 2000+ resumes for AI/ML roles in the last 5 years. Here are 7 tips to make your resume stand out: 🔸 Tip 1: Showcase End-to-End Project Work Describe projects where you took an idea from concept to deployment. Outline the problem, data collection, model development, validation, and deployment. Demonstrate your ability to handle the entire lifecycle of an AI/ML project. 🔸 Tip 2: Quantify Your Contributions with Real-World Impact Use concrete metrics to quantify your achievements, such as 'Reduced customer churn by 20% through predictive modeling' or 'Increased sales by 15% with a recommendation system'. Real-world impact is more compelling than theoretical knowledge. 🔸 Tip 3: Highlight Collaboration with Cross-Functional Teams Showcase your ability to work with data engineers, product managers, and other stakeholders. Mention specific instances where you collaborated to deliver impactful AI/ML solutions. 🔸 Tip 4: Emphasize Deployment Experience Highlight your experience with deploying models into production environments using tools like Docker, Kubernetes, or cloud platforms such as AWS, GCP, and Azure. Include specific examples and the impact they had. 🔸 Tip 5: Include Open Source Contributions If you’ve contributed to open-source AI/ML projects, list these contributions. Mention any significant pull requests, issues resolved, or your role in major projects. This demonstrates your commitment and expertise. 🔸 Tip 6: Focus on Recent Technologies Mention your proficiency with LLMs, reinforcement learning, or other generative AI technologies. Highlight any recent work or projects involving these technologies. 🔸 Tip 7: Keep Up with Industry Trends Stay updated with the latest trends and advancements in AI/ML. Mention any relevant courses or technologies you have learned and always keep that tab up-to date. This shows your dedication to continuous learning and staying current in the field. #ai #career #resume

1/ a single job opening receives >1000 applications. (I am not kidding). How to stand out? Most bioinformatics CVs look the same: Python, R, RNA-seq, pipelines. But hiring managers don’t care about skills on paper. They care about proof. 🧵 2/ Writing “I know Python & R” is meaningless. Anyone can write that. What makes you different is showing what you did with them. 3/ Example of weak vs strong: ❌ “Processed NGS data using Python & R.” ✅ “Built a Python pipeline that cut ChIP-seq runtime by 50%, speeding research decisions.” 4/ Impact > tasks. Don’t say: “Processed 1,000 RNA-seq samples.” Say what happened because of your work. Did you save money, time, or rescue a study? 5/ Here’s stronger: ✅ “Built an R QC pipeline for RNA-seq, flagged low-quality runs early, saving $30,000 in wasted sequencing.” 6/ Numbers help. Hiring managers remember “cut runtime by 50%” or “saved $30,000.” Tasks without outcomes fade into noise. 7/ Want an edge? Show your work publicly. 🔹 A GitHub repo with a real pipeline 🔹 A blog post breaking down your method 🔹 A contribution to an open-source tool 8/ Example: Instead of only writing “skilled in single-cell RNA-seq,” publish a tutorial on batch correction with Harmony or Seurat. That shows mastery. 9/ And it signals generosity—you’re not just consuming knowledge, you’re creating it. That’s what leaders look for. 10/ Key takeaways: • Show, don’t tell • Impact matters more than tasks • Numbers beat adjectives • Sharing makes you memorable 11/ Action step: Add one concrete bullet to your CV today that shows impact. Then share one project link that proves your skills. 12/ Your CV should read like a story of contribution, not a grocery list of tools. That’s how you stand out. I hope you've found this post helpful. Follow me for more. Subscribe to my FREE newsletter chatomics to learn bioinformatics https://lnkd.in/erw83Svn

Looking to make your resume shine and grab attention? With over a decade of recruitment experience and having reviewed nearly 250,000 resumes while working for industry giants like Amazon, Accenture (Avanade), Cognizant, and various startups through my agency, Proven Patterns, I’ve seen what truly makes a resume stand out. Here are some top tips to help you create a powerful resume that will leave a lasting impression: ☑ Keep It Concise: Aim for 2-3 page resume when possible. Focus on your most relevant experiences and achievements without overwhelming the reader. ☑ Tailor for Each Job: Customize your resume for every position you apply for. Incorporate keywords from the job description and highlight skills and experiences that match the role. If you don't have enough time at least match the resume summary section with the job description. ☑ Showcase Achievements: Use specific numbers and examples to quantify your accomplishments. Instead of saying "improved sales," say "boosted sales by 20% within six months." ☑ Professional Format: Opt for a clean, professional layout with consistent fonts and spacing. Save the flashy graphics for creative fields. ☑ Include a Strong Summary: Start with a compelling summary that highlights your key qualifications and career goals. Make it engaging and tailored to the job you're targeting. ☑ Highlight Skills: Clearly list your core skills and competencies. Be honest and focus on those that are directly relevant to the position. ☑ Proofread Carefully: Ensure your resume is free from typos and grammatical errors. A polished resume reflects attention to detail and professionalism. ☑ Add a Personal Touch: Include a brief section on your interests or volunteer work. This can help convey your personality and values beyond your professional skills. Your resume is your first impression; make it count! 🚀 If you found these tips useful, please repost ♻ and follow me, Kumud Deepali R. for more insights and advice on jobs and career!

Are you a student or early-career professional struggling to get callbacks after submitting your resume? I’ve been there. During my first year of grad school, I blamed the job market when I didn’t get a single interview for nearly seven months. I started applying for Summer 2024 internships in August 2023, but didn’t receive my first callback until March 2024. Over time, I began refining my resume based on what the industry values and what it takes to stand out. That made all the difference. Here are some of the most important lessons I’ve learned: 1. Keep the Format Simple Avoid horizontal lines, text-heavy formatting, or excessive bolding. They clutter your resume and make it harder to read. Could you stick to one page? If you can’t explain your work clearly and concisely, you’re not ready to present it. 2. Don’t Just List Tools or Describe the Problem, Explain What You Did Many students focus too much on the business problem (“Built a dashboard for retail analytics”) and gloss over the engineering behind it. Even worse, some just list the tools used: “Used Python, Flask, and AWS to build a service that did X.” Instead, go deeper. What did your Flask service do, exactly? What challenges did you face? What decisions did you make? As engineers, we’re expected to show technical depth. If your resume can’t reflect that, you’ll struggle to stand out, especially for technical roles. 3. Be Realistic with Metrics Many resumes include lines like: “Improved model accuracy from 12% to 95%.” This kind of stat, usually influenced by generic advice from career centers or the internet, raises red flags. It often signals that the project wasn’t technically complex to begin with. Instead of inflating numbers, focus on what you improved, how you improved it, and why your work mattered. Strong technical framing > flashy percentages. 4. Clarity > Buzzwords You might write something like: “Leveraged CUDA for token-level optimization of transformer inference under real-time constraints.” It sounds cool, but what does it mean? This happens when people assume the reader will be as familiar with the project as they are. But if someone in your field has to guess what you did, you’ve already lost them. Don’t rely on buzzwords to do the talking; let clarity drive the message. 5. Your Resume Isn’t for You Your resume isn’t meant to impress you. It’s intended to communicate what you’ve done to people who don’t share your background. Most first-round reviewers aren’t ML engineers or CUDA developers. They often rely on keyword checklists and rubrics to decide which resumes move forward. The one thing that matters is: Can you clearly explain what you did and why it mattered? That’s it. Feel free to put your thoughts in the comments. Follow me for more advice!

Lately, I’ve been receiving more requests to review resumes—from friends who've been impacted by layoffs to job seekers eager to land their next role to students prepping for summer internships or jobs after graduation. I'm fortunate to come across a lot of resumes and enjoy reviewing them, so if there’s one thing I’ve learned, it’s this: your resume is your first impression. I know it's an extremely competitive job market, so I hope these quick tips support anyone looking to stand out: ✅ Lead with impact—Start each bullet point with a strong action verb and highlight results, ideally with a % impact - could be improvement in satisfaction scores, time saved, money saved, etc. And if you're leading a lot with "Managed" or "Coordinated," there are likelier stronger verbs to choose. ✅ Keep it clean & brief—Recruiters and hiring managers often skim, so make sure your resume is easy to read, well-structured, and free of fluff. My rule of thumb is if you have less than 8-10 years of work experience, it should fit on one page. And keep the format simple and ensure your personal data is safe: I only need to see your name, phone, email, and LinkedIn profile. Sharing home or mailing addresses isn't necessary and may signal an unwillingness to relocate. ✅ Grammar & consistency matter—A simple typo can cost you credibility! Ensure your formatting, punctuation, and verb tenses are consistent throughout. ✅ Tailor, tailor, tailor—One-size-fits-all resumes? Nope. Customize your resume for each role or company by mirroring keywords from the job description. Here's where AI can help... ✅ Leverage AI tools—Think of Copilot or AI-driven writing tools as your personal editors. They can catch grammar mistakes, improve clarity, and optimize your resume for keyword searches. You can also ask them for suggested learning courses or articles to improve upon skills that may be helpful in jobs you're looking for. ✅ Showcase YOU—Your resume isn’t just about what you’ve done—it’s about what you can bring. Highlight unique skills, projects, or volunteer experiences that set you apart. I often find that the most interesting and insightful interview questions can come from someone reviewing your resume and asking you something at the very bottom of it. For me, I was often asked about teaching dance fitness classes and why that was a passion of mine. If it's on your resume, ensure YOU want to talk about it! And while this post was all around resume/CV tips, I hope you prioritize networking and finding warm introductions through people in companies or with career paths that inspire you. Those connections can help and be an extension of your professional brand! Comment below any other tips or what resonates most ⬇️ #ResumeTips #JobSeekers

7 ATS Hacks To Boost Resume Views (Use These To 3x Your Interview Rate): 1. Match Keywords Like A Mirror  If the job description says "project management"? Don't just write bullet points that illustrate you master this skill. Make sure you’ve got “Project Management” injected into that bullet (and anywhere else you can naturally include it). Pro Tip: ResyMatch.io can help you identify skill gaps on your resume based on the job description. 2. Stick With Standard Resume Headers  "Project Management Experience" sounds cool for a resume header. The problem? It can kill your chances. Stick to the standard headers like "Work Experience" and "Education." ATS systems scan for typical sections, so save the creativity for your portfolio. 3. Use Both Acronyms And Full Terms  Some ATS systems only recognize acronyms, while others need full terms. Cover all your bases by including both formats throughout your resume. For example: include “SEO” as well as “Search Engine Optimization” in different sections of your resume to boost views. 4. Make Sure Your Layout & File Format Are ATS-Friendly  You don't just want your word formatting to be spot-on. You also want to pick a resume template with a sleek and easily scannable layout. Plus, you want your resume to be in the right file format, like a PDF. Pro Tip: Use a resume builder to customize your resume. Resume builders like ResyBuild.io help you customize your resume in ATS-friendly layouts and formats. 5. Quantify Everything With Numbers "Managed team" becomes "Managed 12-person engineering team." "Increased sales" becomes "Increased sales by 34% in 6 months." When your resume ends up in the hands of a human? Outcomes are what's going to set you apart. 6. Skip The Graphics And Tables  That beautiful infographic resume looks amazing to humans. But ATS systems read it as blank space. Stick to simple bullets and standard fonts. Save the design elements for your portfolio or Value Validation Project. 7. Run Your Resume Through Free ATS Scanners Run your resume through resume scanners like ResyMatch.io before applying. ResyMatch shows exactly what your resume is missing based on ATS best practices. Plus, it gives you instant feedback and instructions to update your resume. 📄 Want to map these hacks to your resume and win more interviews? 👉 Book a free 30-min Clarity Call and we’ll walk you through the ATS-proof tweaks: https://lnkd.in/gdysHr-r