Engineering Resume Optimization Techniques

“I’ve sent 260+ applications in 3 months on LinkedIn, Indeed, Naukri… but my inbox is still empty.” That is what a candidate told me last week. When I opened his resume, I knew why. The ATS could not read half of it. Here is what candidates don’t understand about ATS: An Applicant Tracking System does not “see” design. It reads structure. It ranks keyword relevance. It parses data into fields. If your resume cannot be parsed correctly, it is filtered out before a recruiter even knows you exist. Here is what actually makes a resume ATS-friendly, backed by how these systems work: 1️⃣ Use Standard Section Headings ATS scans for predictable headers like “Work Experience”, “Education”, “Skills”. If you write “Where I’ve Worked” or “My Journey”, parsing accuracy drops. Stick to conventional headings. 2️⃣ Match Keywords With Context, Not Stuffing Modern ATS tools use semantic matching, not just keyword counting. If the job description says “financial modeling”, writing it once under Skills is not enough. Show it inside bullet points with outcomes. Example: “Built 3-statement financial models to evaluate ₹20 Cr investment proposals.” 3️⃣ Avoid Text Inside Images, Tables or Graphics Many ATS systems cannot read text embedded in text boxes, tables, columns or icons. That stylish Canva layout may look impressive to you. To the ATS, it is a blank page. 4️⃣ Use Reverse Chronological Format Most ATS systems are trained to parse dates in reverse order. Inconsistent date formats like “Summer 2022” instead of “May 2022 – July 2022” reduce match accuracy. 5️⃣ Optimize File Type Unless specified otherwise, use .docx or a simple PDF. Some older systems struggle with heavily designed PDFs. 6️⃣ Prioritize Skills Based on Job Description ATS ranking is relevance-based. If Python appears 5 times in the JD and Excel once, reorder your skills accordingly. Relevance hierarchy matters. 7️⃣ Remove Headers and Footers Many ATS systems do not read content placed in headers and footers. If your contact details are there, they may not be parsed. 8️⃣ Keep It Single Column Multi-column resumes often break parsing logic. One clean column improves readability for both machine and human. 9️⃣ Customize Every Single Time There is no such thing as one universal resume. Each job requires alignment. If you are not tailoring, you are reducing your match score. Now tell me honestly: What is the biggest difficulty you are facing while trying to get your resume shortlisted? Is it no responses? Too many rejections? Confusion about keywords? Not sure if your format is ATS-safe? Drop your challenge in the comments and I will personally share specific feedback or a solution for you. #atsresume #resumetips #careercoach #interviewpreparation #jobsearchindia #ats #interviewcoach

75% of resumes are invisible to recruiters. Not because you’re unqualified. But because the Applicant Tracking System (ATS) buries them before a human ever sees them. Here’s the reality: companies use ATS to filter out thousands of applications. If your resume isn’t optimized, you’re eliminated in seconds. The fix? A smarter approach. Here’s a 5-step framework to beat the ATS and attract recruiters: 1️⃣ Strategic Keywords ➡️ Extract key skills from the job description and weave them naturally into your resume. Recruiters search by those exact terms. 2️⃣ ATS-Friendly Formatting ➡️ Forget fancy designs, logos, and tables—they confuse scanners. Stick to simple fonts (Calibri, Arial), standard headings, and clean layouts. 3️⃣ Achievements with Impact ➡️ Don’t just say “responsible for managing a team.” Say: “Led a 10-person team, improving project delivery efficiency by 15%.” Numbers get noticed. 4️⃣ Tailor for Each Role ➡️ A generic resume is a rejected resume. Align your experience and skills with every specific opportunity. Update your LinkedIn profile to reflect this too. 5️⃣ Think International ➡️ Applying abroad? Every market has its own norms (length, photo, etc.). And don’t forget to clearly address work eligibility. ✅ When you apply these steps, your chances of moving from “lost in the system” ➝ “seen by a recruiter” skyrocket. It’s not about sending 100 more applications. It’s about making sure the 10 you send actually reach the right people.

I almost gave up on my resume once. Not because it was "bad"… but because it felt invisible. I was applying consistently. Doing the right things. And still… silence. Then I tried something simple: I looked at my resume like a recruiter would. 𝟭𝟬 𝘀𝗲𝗰𝗼𝗻𝗱𝘀. 𝗢𝗻𝗲 𝗾𝘂𝗶𝗰𝗸 𝘀𝗰𝗮𝗻. And I immediately saw the issue. It wasn’t my skills. It wasn’t my projects. It wasn’t my experience. It was 𝗰𝗹𝗮𝗿𝗶𝘁𝘆. My resume was making people work hard to understand me. So I fixed it like a product. I didn’t add more content. I removed noise and made impact obvious. Here’s the 𝗧𝗼-𝗗𝗼 + 𝗗𝗼𝗻’𝘁 list that changed everything for me: ✅ 𝗧𝗢 𝗗𝗢 1. 𝗠𝗮𝗸𝗲 𝘁𝗵𝗲 𝘁𝗼𝗽 𝗵𝗮𝗹𝗳-𝗽𝗮𝗴𝗲 𝗱𝗼 𝘁𝗵𝗲 𝗵𝗲𝗮𝘃𝘆 𝗹𝗶𝗳𝘁𝗶𝗻𝗴   Role headline + core tools + strongest achievements first. 2. 𝗦𝘁𝗮𝗿𝘁 𝗲𝘃𝗲𝗿𝘆 𝗯𝘂𝗹𝗹𝗲𝘁 𝘄𝗶𝘁𝗵 𝗮𝗻 𝗮𝗰𝘁𝗶𝗼𝗻 𝘃𝗲𝗿𝗯 + 𝗼𝘂𝘁𝗰𝗼𝗺𝗲   "Built / Improved / Automated / Reduced / Delivered" + numbers (time saved, quality, scale, cost). 3. 𝗧𝗮𝗶𝗹𝗼𝗿 𝘁𝗼 𝘁𝗵𝗲 𝗷𝗼𝗯 𝗱𝗲𝘀𝗰𝗿𝗶𝗽𝘁𝗶𝗼𝗻 (𝘀𝗺𝗮𝗿𝘁𝗹𝘆)   Align job title, skills keywords, and 2–3 bullets. Not a full rewrite. 4. 𝗞𝗲𝗲𝗽 𝗶𝘁 𝗔𝗧𝗦-𝗿𝗲𝗮𝗱𝗮𝗯𝗹𝗲   Simple sections: 𝗦𝗸𝗶𝗹𝗹𝘀, 𝗘𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲, 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀, 𝗘𝗱𝘂𝗰𝗮𝘁𝗶𝗼𝗻   Consistent formatting and spacing. 5. 𝗦𝗵𝗼𝘄 𝗽𝗿𝗼𝗼𝗳, 𝗻𝗼𝘁 𝗰𝗹𝗮𝗶𝗺𝘀   Replace “hardworking” with results. Replace “team player” with measurable collaboration. ❌ 𝗗𝗢𝗡’𝗧 1. Don’t use heavy design templates that break parsing   Columns, icons, fancy tables, and graphics can confuse ATS. 2. Don’t write long paragraphs   Recruiters scan. Paragraphs get skipped. 3. Don’t list every tool you’ve ever touched   Relevance beats volume. Keep skills tight and role-focused. 4. Don’t repeat responsibilities   "Responsible for…" is weak. Outcomes win. 5. Don’t hide your best work at the bottom   Put your strongest project/impact where eyes land first. Most resumes don’t get rejected because the person isn’t capable… They get rejected because the resume doesn’t communicate fast enough. If you’re stuck in the "applied a lot, heard nothing" phase - I get it. 👉 𝗖𝗼𝗻𝗻𝗲𝗰𝘁 𝘄𝗶𝘁𝗵 𝗺𝗲 and comment 𝗥𝗘𝗦𝗨𝗠𝗘 I’ll share a quick checklist + bullet formula to make your resume 𝗔𝗧𝗦-𝗳𝗿𝗶𝗲𝗻𝗱𝗹𝘆 + 𝗿𝗲𝗰𝗿𝘂𝗶𝘁𝗲𝗿-𝗿𝗲𝗮𝗱𝗮𝗯𝗹𝗲. #Resume #JobSearch #ATS #CareerTips #InterviewPrep #CareerGrowth #DataEngineering #DataAnalytics

I reviewed 4,000+ resumes last year. Avoid these mistakes that 90% make: 1. FOCUS ON ATS OPTIMIZATION ❌ Candidates pack their resumes with keywords to beat ATS systems but forget to make them readable and user-friendly. ✅ Remember there’s always a real person reviewing your resume (!) 2. GENERIC SUMMARIES ❌ "Experienced professional seeking to contribute my skills in a dynamic company." ✅ "Product Manager who launched 3 successful SaaS tools, driving $2.5M in revenue within the first year.” 3. NO COMPANY DESCRIPTIONS ❌ Listing company names without context. ✅ "XYZ Inc. | SaaS startup in data security, serving 100k+ enterprise clients.” 4. FOCUS ON RESPONSIBILITIES ❌ "Managed projects and oversaw deadlines." ✅ "Led 3+ cross-functional teams, delivering 7 projects on time with a 98% client satisfaction rate.” 5. TOO MUCH FOCUS ON EARLY JOBS ❌ Detailed descriptions of high school internships or your first retail job. ✅ Highlight key accomplishments from the last 10 years that showcase your growth. 6. NO METRICS OR DATA ❌ "Improved performance and reduced costs." ✅ "Increased team efficiency by 20% and cut operational costs by $50K annually.” 7. TOO MUCH OR TOO LITTLE TEXT ❌ Dense paragraphs or single-sentence descriptions. ✅ Concise bullet points that provide enough detail to convey impact. 8. IRRELEVANT INFORMATION ❌ Listing outdated or irrelevant skills (using Slack, Outlook) ✅ Focus on skills and experiences that match the job you want. 9. TYPOS ✅ Double-check for spelling errors, or use tools like Grammarly or ChatGPT to catch mistakes. Which of those mistakes you’ve seen? Or you’ve made?  I'm Kris Holysheva 👋 Follow me for more hiring tips.

𝗔𝗳𝘁𝗲𝗿 𝗿𝗲𝘃𝗶𝗲𝘄𝗶𝗻𝗴 𝟭,𝟬𝟬𝟬+ 𝗿𝗲𝘀𝘂𝗺𝗲𝘀 𝗮𝗻𝗱 𝗮𝗽𝗽𝗹𝘆𝗶𝗻𝗴 𝘁𝗼 𝟭𝟬𝟬+ 𝗷𝗼𝗯𝘀 𝗺𝘆𝘀𝗲𝗹𝗳, 𝗜'𝘃𝗲 𝗱𝗶𝘀𝗰𝗼𝘃𝗲𝗿𝗲𝗱 𝘁𝗵𝗮𝘁 𝗺𝗼𝘀𝘁 𝗰𝗮𝗻𝗱𝗶𝗱𝗮𝘁𝗲𝘀 𝗺𝗶𝘀𝘀 𝗰𝗿𝘂𝗰𝗶𝗮𝗹 𝗸𝗲𝘆𝘄𝗼𝗿𝗱𝘀 𝘁𝗵𝗮𝘁 𝗵𝗶𝗿𝗶𝗻𝗴 𝗺𝗮𝗻𝗮𝗴𝗲𝗿𝘀 𝗮𝗿𝗲 𝘀𝗰𝗮𝗻𝗻𝗶𝗻𝗴 𝗳𝗼𝗿. 𝗪𝗮𝗻𝘁 𝘁𝗼 𝗸𝗻𝗼𝘄 𝗵𝗼𝘄 𝘁𝗼 𝗳𝗶𝗻𝗱 𝘁𝗵𝗲𝘀𝗲 𝗸𝗲𝘆𝘄𝗼𝗿𝗱𝘀? 𝗛𝗲𝗿𝗲’𝘀 𝗺𝘆 𝟯 𝘀𝘁𝗲𝗽𝘀 𝗮𝗽𝗽𝗿𝗼𝗮𝗰𝗵: ̲ 𝘉𝘢𝘴𝘪𝘤 𝘓𝘦𝘷𝘦𝘭 Instead of randomly "sprinkling" keywords, target exactly what recruiters want:  1. Identify where keywords live in job descriptions: • Overview/About the Role • Responsibilities/Duties • Qualifications/Requirements • Preferred Skills/Nice-to-Haves  2. Use this AI prompt to extract keywords efficiently: "You are an expert resume writer with 10+ years experience helping job seekers land roles in [industry]. Highlight the top 10 keywords in this job description, sorted by frequency. For example: LLM(10), AI(5)" 𝘐𝘯𝘵𝘦𝘳𝘮𝘦𝘥𝘪𝘢𝘵𝘦 𝘓𝘦𝘷𝘦𝘭 Sort keywords into these critical buckets by reading through it:   1. Technical skills: Tools you've mastered (Zendesk, Jira, Tableau, Python, CIPP certification)  2. Industry jargon: Field-specific terms ("Trust & Safety," "risk mitigation," "content moderation")  3. Job functions: What you actually do ("analyze," "optimize," "escalate," "lead") 𝘈𝘥𝘷𝘢𝘯𝘤𝘦𝘥 𝘓𝘦𝘷𝘦𝘭 Pick up nuance from the job description. Frankly, I still believe this is where we humans are the best.   1. Track repeated terms—they reveal priorities. Example: "Define and execute vision and strategy for Onboarding to drive new user retention" signals they want someone with experience setting OKRs and long-term roadmaps.  2. Note geographic specifications: "Experience in EMEA markets" tells you to highlight any relevant regional work.  3. Decode stakeholder language: When they request "ability to align diverse stakeholders toward a common goal," prepare a bullet point showcasing how you led cross-functional projects to successful completion with measurable results. From my experience, deeply understanding the job description helps narrow your resume focus to 3-5 powerful bullet points that directly address what they're seeking. Looking to land more interviews? I offer personalized reviews. DM for help!

𝐘𝐨𝐮𝐫 𝐫𝐞𝐬𝐮𝐦𝐞 𝐢𝐬 𝐥𝐲𝐢𝐧𝐠 𝐭𝐨 𝐫𝐞𝐜𝐫𝐮𝐢𝐭𝐞𝐫𝐬 — 𝐚𝐧𝐝 𝐢𝐭’𝐬 𝐜𝐨𝐬𝐭𝐢𝐧𝐠 𝐲𝐨𝐮 𝐢𝐧𝐭𝐞𝐫𝐯𝐢𝐞𝐰𝐬. 𝐋𝐞𝐭’𝐬 𝐟𝐢𝐱 𝐭𝐡𝐚𝐭. Most recruiters don’t even make it past the first 6 seconds, here’s how to make them stop scrolling 1. 𝑩𝒐𝒍𝒅 𝒚𝒐𝒖𝒓 “𝑲𝒆𝒚 𝑰𝒎𝒑𝒂𝒄𝒕” 𝒐𝒏 𝒚𝒐𝒖𝒓 𝒓𝒆𝒔𝒖𝒎𝒆 𝒕𝒐 𝒅𝒓𝒂𝒘 𝒂𝒕𝒕𝒆𝒏𝒕𝒊𝒐𝒏 Instead of a traditional summary, start with 3–4 bullets of your biggest measurable wins. ✅ Why it works: Recruiters skim quickly; seeing impact first hooks them. Example: 👉🏻 Increased program efficiency by 30% across 5 global teams. 👉🏻 Delivered $2M cost savings via cross-functional workflow redesign. 2. 𝑰𝒏𝒄𝒍𝒖𝒅𝒆 𝑴𝒆𝒕𝒓𝒊𝒄𝒔 𝒇𝒐𝒓 𝑬𝒗𝒆𝒓𝒚𝒕𝒉𝒊𝒏𝒈 Not just revenue or headcount — include adoption rates, timelines, efficiency gains, retention, etc. ✅ Recruiters love numbers because they show tangible impact. 3. 𝑼𝒔𝒆 𝒂 𝑴𝒊𝒏𝒊 “𝑷𝒓𝒐𝒋𝒆𝒄𝒕 𝑷𝒐𝒓𝒕𝒇𝒐𝒍𝒊𝒐” 𝑳𝒊𝒏𝒌 Include a link to a Notion doc, GitHub, or public dashboard showcasing your case studies, dashboards, or programs. ✅ Approved: recruiters see proof, not just claims. 4. 𝑺𝒉𝒐𝒘 𝑰𝒏𝒇𝒍𝒖𝒆𝒏𝒄𝒆, 𝑵𝒐𝒕 𝑱𝒖𝒔𝒕 𝑴𝒂𝒏𝒂𝒈𝒆𝒎𝒆𝒏𝒕 Frame bullets to show who you influenced: Aligned engineering, marketing, and ops teams across 3 continents to launch X feature on time. ✅ Works because PM/Program Manager roles are about cross-functional influence, not just direct reports. 5. 𝑰𝒏𝒄𝒍𝒖𝒅𝒆 “𝑭𝒂𝒊𝒍𝒖𝒓𝒆 → 𝑳𝒆𝒂𝒓𝒏𝒊𝒏𝒈𝒔” 𝑴𝒊𝒏𝒊 𝑩𝒖𝒍𝒍𝒆𝒕 Highlight a challenge you overcame with measurable improvement: Initial rollout adoption 40% → redesigned process → 95% adoption in 2 months ✅ Works: shows problem-solving, resilience, and ability to iterate — highly valued traits. 6. 𝑼𝒔𝒆 𝑨𝒄𝒕𝒊𝒐𝒏-𝑶𝒓𝒊𝒆𝒏𝒕𝒆𝒅, 𝑺𝒕𝒓𝒂𝒕𝒆𝒈𝒊𝒄 𝑽𝒆𝒓𝒃𝒔 Instead of “managed” or “led,” try: orchestrated, accelerated, scaled, influenced, optimized, launched. ✅ Works: gives a high-impact impression immediately. 7. 𝑻𝒂𝒊𝒍𝒐𝒓 𝑲𝒆𝒚𝒘𝒐𝒓𝒅𝒔 𝒇𝒐𝒓 𝑩𝒐𝒕𝒉 𝑨𝑻𝑺 & 𝑯𝒖𝒎𝒂𝒏𝒔 Include industry-specific terms (Agile, OKRs, Jira, cloud platforms) naturally in bullets. ✅ Works: passes ATS and shows you speak the language. 8. 𝑫𝒆𝒔𝒊𝒈𝒏 𝑺𝒖𝒃𝒕𝒍𝒆 𝑽𝒊𝒔𝒖𝒂𝒍 𝑯𝒊𝒆𝒓𝒂𝒓𝒄𝒉𝒚 Without being flashy, use bold headings, small icons, or subtle shading for sections. ✅ Works: makes your resume easier to scan, which recruiters appreciate. #CareerTips #resumetips #product #productmanagement #pmtips #pmwithmacy 

Yesterday I reviewed nearly 750 applications—and it was a reminder that in a sea of resumes, clarity beats clutter every time. Here’s what consistently moves a resume from skimmed to shortlisted: ✅ Lead with a clear positioning statement (2–3 lines) Right under your name/contact info, add a tight snapshot: who you are, what you do best, and what roles you’re targeting. Example: “Construction Superintendent | Amazon / fast-track builds | Safety-first leader | Complex schedules & multiple subs.” ✅ Add quick context so your experience lands Titles vary wildly company to company. Give a one-line “frame” for each role: industry, project type, scope, size, or audience. • “$30M–$80M commercial projects | 10–25 subs | 12-month timelines” • “Healthcare programs | 300–800 students | Compliance + accreditation environment” ✅ Make it skimmable in 10 seconds Most first reads are fast. Use: • clean formatting • consistent dates/titles • bullet points (not paragraphs) • plenty of white space • strong section headers ✅ Show outcomes, not just responsibilities Instead of “Responsible for…” lead with what changed because you were there. Think: improved, reduced, increased, launched, streamlined, built, fixed, delivered. ✅ Quantify impact wherever possible Numbers create credibility. Use any of these: • time saved, cost reduced, revenue influenced • completion rates, retention, enrollment growth • safety metrics, schedule adherence, change orders • production/output, SLA uptime, defect reduction ✅ Use keywords—but keep them natural Many resumes are screened by ATS. Pull keywords from the job posting and weave them into your bullets and skills section without stuffing. ✅ Customize the top half for each role You don’t need a brand-new resume every time—just tailor: • your summary • your first 3–5 bullets on the most recent role • your skills list That’s where decisions are made. ✅ Keep the skills section focused and relevant A targeted list beats a long list. If you’re changing directions, highlight skills that bridge the gap. ✅ Align LinkedIn with your resume Your LinkedIn should match your story and reinforce it: • a headline that reflects your target role • a crisp “About” section (not a novel) • your most measurable wins in each job entry • recommendations if possible (even 2–3 help) ✨ Key takeaway: A resume that’s clear, credible, and tailored doesn’t just get read—it gets moved forward. At Pathfinders Executive Search, we’ve helped career-education institutions, skilled-trades schools, and nonprofit universities hire the right leaders and instructors for 25+ years. We know what makes a candidate rise to the top—and we help clients see it clearly. #PathfindersExecutiveSearch #SkilledTrades #CareerEducation #HigherEd #Hiring #TalentAcquisition #Recruiting #HR #ProprietaryEducation #NonprofitUniversities #ResumeTips #JobSearch #LeadershipHiring

Job hunting is tough we’ve all been there. Applications, interviews, rejections... it's a rollercoaster. But there’s one mistake I see freshers making over and over again: Using the same resume for every single job application. It’s tempting, I get it. You create one version of your resume, feel it’s your masterpiece, and send it out to every job opening. But let me tell you why this is a major red flag for recruiters. 📌 Why is this a problem? ▪️ In the tech world, job roles aren’t one size fits all. Even if two roles have the same title, the skills required can differ drastically depending on the company. ▪️ Example: A “Data Analyst” role at one company might focus heavily on SQL and Excel, while at another, they’re expecting Python and machine learning basics. ▪️ Even within the same role, some companies emphasize problem solving skills, while others prioritize specific domain expertise like marketing or e commerce. ▪️ Using a generic resume tells the recruiter, "I didn’t take the time to understand what you’re looking for." It’s a missed opportunity to show them that you’re exactly the right fit. ✏️ What should you do instead? Here’s how you can fix this: 🔆 Study the Job Description (JD): Think of the JD as a cheat sheet. It’s literally telling you what they want! Highlight the key skills, tools, and responsibilities mentioned. 🔆 Tailor Your Resume: Reorganize or reword your experience to match the JD. Use the same keywords the company uses. For example, if they mention “data visualization tools,” highlight your Power BI or Tableau experience instead of just saying “created dashboards.” 🔆 Add Relevant Projects or Skills: If the role mentions Python but your resume only shows SQL, consider adding a project where you used Python even if it’s just a personal one. 🔆 Optimize for ATS: Most companies use Applicant Tracking Systems to scan resumes. If your resume doesn’t match enough keywords from the JD, it might not even make it to a human recruiter. 🔆 Customize the Summary Section: If you include a summary or objective at the top of your resume, tweak it to align with the specific role. For example, mention the company’s name or emphasize the exact skills they’re looking for. 📌 Why It’s Worth the Effort I know tailoring your resume for every job feels like extra work. But this small effort can make a huge difference. It shows recruiters: ▪️ You’ve done your homework. ▪️ You care about this job, not just any job. ▪️ You’re proactive and detail oriented qualities every company values. ✏️ Final Thoughts Your resume isn’t just a document, it’s your first impression. Make it count. A generic resume might save you time, but a tailored resume can land you the job. 🔆What are your thoughts? Share in the comments. 🌐If you found this helpful, like and repost to reach others who might need it. ✳️Follow for more daily content!

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!