Understanding Job Descriptions

Don’t be fooled by fancy job descriptions. Ever been excited by a job description filled with buzzwords and big promises? We’ve all been there. But before you get too excited, let’s break down what to look out for: Terms like “rockstar,” “guru,” and “ninja” are fun, but they can be a smokescreen for vague job roles. Ask for clarity on your daily responsibilities. If the description says “must be willing to wear many hats,” it might mean doing the work of multiple roles. Get specifics to avoid burnout. “Fast-paced environment” and “dynamic team” sound great but can hide high-stress conditions. Research the company culture deeply. Check if “growth opportunities” are real. Ask about success stories, training programs, and clear paths for advancement. Phrases like “flexibility required” could hint at long hours or off-hours work. Clarify what “flexibility” really means for your work-life balance. If something feels off, it probably is. It’s better to walk away than to regret later. Don’t let fancy words cloud your judgment. Ensure the job aligns with your values, skills, and long-term career goals. #GrowwithDamie #CareerPivotConversations #JobSeekers #CareerGrowth #JobSearch

When several people have sent me the same job listing you know it's going to be an eye-opener. Highlights include: “You will DM 100 creators in a weekend because you want to.” “You stay up till 1am editing a brief.” “Factory floor manager whose product is creators.” “We drink raw milk, eat nose to tail…” casually inserted into a job description like it’s a core competency. Beyond the obvious chaos of it all and the inevitable reaction from founders or reply guys of "well don't apply then" this stuff matters because job descriptions shape industry norms. When did permanently-on become aspirational? When did exhaustion become evidence of ambition? And when did we stop separating “cares deeply about the work” from “has absolutely no sustainable working boundaries whatsoever”? There’s something fascinating about how often these listings romanticise hustle while simultaneously positioning actual operational support, process, structure or collaboration as weakness. But hey, let’s look at the positives: the transparency from Organised here. Because yes they may be hell bent on building a culture that expect unsustainable working patterns at least this job listing serves a huge warning label! 

“47% of the global workforce is freelance” It’s time to bust another workforce myth! A workforce article states that 47% of the global workforce is freelance. But before you use this quote, let’s look at the data. Fortunately, the article includes the source: “According to World Bank data, 46.6% of all workers are self-employed.” It’s an easy mistake, but while all freelancers are self-employed, not all self-employed workers are freelancers. A self-employed person earns money from an independent economic activity instead of working for an employer. Think about a baker who sells bread in a bakery: that baker is self-employed but not a freelancer. And so is a farmer who grows tomatoes and sells them at the market. And while freelancers are technically self-employed, they typically work for clients (or under the direction of). So, the number of self-employed people is much higher than the number of freelancers. Interestingly, the author writes that it’s “curious that the percentage is much higher in low-income economies, rising to 80.3%, while the average for high-income ones is just 12.2%.” And that’s exactly what the picture below shows. There are many countries in the world where formal employment is a fraction of all jobs, and self-employment is a necessity because there are no other options. The Global South has a high percentage of self-employment. Let’s not make the mistake of labeling these workers as freelance. Do you have a workforce myth that needs to be busted? Send me the data! #futureofwork #humanresources

I'm seeing multiple posts today from full-time staffers at PEOPLE Magazine | PEOPLE.com promoting freelance jobs that require 35-40 hours/week and set hours of 9:30am-5pm. Many freelancers, including me, are rightly pointing out that these requirements are for a W-2 employee, not a freelancer. This is an example of a company misclassifying workers – basically hiring a FT employee without offering any benefits or protections and putting the tax burden on the freelancer. It's great that many of us recognize the difference and avoid these job listings, but there are also MANY writers in the comments excited for the opportunity and expressing interest. Freelancers are taken advantage of far too often by companies (sometimes unintentionally!) and pushed too far into the requirements of an employee. If you're new to freelancing, please take time to educate yourself on employee status.

Data Nerds! I ranked every data engineering tool by how often it shows up in 4M+ job postings. 📊 But here's the catch 😳. Some critical skills show up way less than they should because they're often assumed as foundational skills for jobs. (e.g., Skills like Bash/Terminal for running pipelines) Anyway, here's the breakdown of the tiers 👇 (Note: % = how often each tool appears in DE job postings) 🔴 S TIER — Non-Negotiable The core skills needed for any DE job. Don't apply without these: 📊 SQL (~68%) — every warehouse runs on it. Query, transform, and model data. 🐍 Python (~67%) — the pipeline language. Ingestion, automation, APIs, glue between systems. ⌨️ Terminal/Bash (~11%) — every tool you'll use runs from here. This is highly undervalued in postings. 📁 Git (~11%) — version control. Every team uses it. Same posting-% caveat as Bash. ☁️ One cloud platform + warehouse (~26-46%) — AWS + Redshift, GCP + BigQuery, or Azure + Synapse. Combined cloud presence is in nearly every posting. Start with SQL, then Python. Everything else you absorb alongside them. 🟠 A TIER — Job-Ready Foundation The tool that closes the gap from "learning DE" to "hireable for modern stacks": 🪛 dbt (~10%) — only 10% of all DE postings, but 36% in Analytics Engineer (AE) roles. That's not a niche, it's a leading indicator. AE is the new hybrid role modern data teams are hiring for: part analyst, part engineer. ✅ Land the job with S + A. Pass the interview with conceptual knowledge of B Tier 👇 🟡 B TIER — Interview-Aware Know what they solve. Don't expect to code from scratch: ⚙️ Airflow (~17%) — orchestration. Built on DAGs (directed acyclic graphs). ⚡ Spark (~38%) — distributed computing for processing large datasets. 🌊 Kafka (~19%) — real-time event streaming between systems. All these depend on a foundational knowledge of Python & SQL; don't jump the gun learning these. 🟢 C TIER — Data Platform Awareness Pick the one your company uses. Understand both conceptually: ❄️ Snowflake (~26%) — pure SQL warehouse. Optimized for analytics. Modern-stack favorite. 🧱 Databricks (~24%) — lakehouse on Spark. Handles structured + unstructured. ML/AI heavy teams. 🔵 D TIER — Versatility Multipliers Lower headline demand, but high value per hour: 📊 Power BI (~15%) / Tableau (~10%) — but the kicker: in AE roles these jump to 28% / 33%. Modern data teams want pipeline builders who can also visualize. For analysts pivoting to DE, lead with this in interviews. 🟣 E TIER — Path-Dependent High demand on paper, but concentrated in legacy enterprise stacks. Skip until your job requires it: ☕ Java (~25%) — legacy enterprise data infrastructure ⚖️ Scala (~22%) — Spark's native language. Spark-heavy shops. 🎥 How did I derive this ranking? In my latest video, I walk through the concepts first (the DE lifecycle, what each tool actually solves) and then derive the tiers. (Link in comments 👇)

I have a question for my freelance friends out there: What’s something you wish more people understood about freelancing or running your own business? Ya know, over the past few weeks, I’ve had some really honest conversations with friends who freelance...the kind of conversations you don’t always see in public. And it made me realize…there’s a lot about the life of being a freelancer that we don’t talk about in the open. So, I want to talk about it. Because here’s the truth: Freelancing isn’t just a different kind of job. It’s running a business. Full stop. But I think a lot of people oversimplify what that actually means. I’ve heard things like, “Just quit your job and become a freelancer,” or “I’m burned out, so I’m thinking I’ll quit and try freelancing instead.” As if freelancing is something you can just casually fall into. As if it’s the easier path. As if all it takes is making a Canva logo and updating your LinkedIn headline to “Freelancer.” But the reality? Freelancing isn’t some carefree alternative to a 9–5. It’s a commitment. A risk. A full-time job plus a dozen other roles you didn’t ask for. And I get it! I really do. On the surface, freelancing sounds like freedom. No boss. No 9–5. Work from wherever. Take on the projects you want. But what most people don’t see is everything that sits underneath that. The mental weight. The financial risk. The constant self-promotion. The dry spells when no one’s hiring and you’re still trying to make rent. The hustle that doesn’t stop just because you’re busy...in fact, it doubles when you’re busy, because you’re already preparing for when things slow down. Freelancing means being your own sales team, your own finance department, your own legal team, your own IT, and your own project manager. You have to market yourself, pitch yourself, sell yourself..over and over and over again. You have to know what you’re good at, price your work accordingly, write your own contracts, handle your own taxes, buy your own software, drive your own professional development, and figure out your own health insurance. You don’t get to coast for a few days between projects. You don’t get paid time off. You don’t get to turn your brain off at 5pm. And even if you have savings and experience and a good reputation...it can still be scary AF. Now don’t get me wrong...I love freelancing. I chose this. I’ve worked hard to make it work. But I also spent almost a decade preparing for it. And I’ve learned the hard way that it’s not something you casually fall into. At least, not if you want to stay in it. Let’s make the conversation more honest for those who are considering this path...and a little more vulnerable for those already on it. Because if you’re out here building something on your own, you shouldn’t have to feel like you’re doing it alone. #eLearning #InstructionalDesign #LearningAndDevelopment

Hiring managers will not connect the dots for you. If you leave it up to the hiring manager, they will not make the connection between your experience and their needs. Your resume, cover letter, and LinkedIn profile must spell it out for them. - Clearly. - Simply. - Quickly. Here's how to do that. 𝐑𝐞𝐯𝐢𝐞𝐰 𝐭𝐡𝐞 𝐣𝐨𝐛 𝐝𝐞𝐬𝐜𝐫𝐢𝐩𝐭𝐢𝐨𝐧 𝐜𝐚𝐫𝐞𝐟𝐮𝐥𝐥𝐲 and note the key hard skills and experience the company values. I recommend that you identify at least 3 major needs the employer has that this position will address. 𝐓𝐚𝐤𝐞 3 𝐨𝐟 𝐲𝐨𝐮𝐫 𝐩𝐚𝐬𝐭 𝐚𝐜𝐡𝐢𝐞𝐯𝐞𝐦𝐞𝐧𝐭𝐬 that align with the needs you’ve identified and demonstrate an example of how you’ve met them in the past. Use the CAR format to make it easy for employers to see how you’ve solved similar problems. 𝐂𝐡𝐚𝐥𝐥𝐞𝐧𝐠𝐞: What problem did you face? 𝐀𝐜𝐭𝐢𝐨𝐧: What steps did you take to address it? 𝐑𝐞𝐬𝐮𝐥𝐭: What was the outcome? 𝐏𝐥𝐚𝐜𝐞 𝐭𝐡𝐞𝐬𝐞 3 𝐚𝐜𝐜𝐨𝐦𝐩𝐥𝐢𝐬𝐡𝐦𝐞𝐧𝐭𝐬 𝐟𝐫𝐨𝐧𝐭 𝐚𝐧𝐝 𝐜𝐞𝐧𝐭𝐞𝐫 at the top of your resume. I recommend a Signature Accomplishments section separate from the other content, perhaps set off in a shaded border. 𝐇𝐢𝐠𝐡𝐥𝐢𝐠𝐡𝐭 𝐓𝐫𝐚𝐧𝐬𝐟𝐞𝐫𝐚𝐛𝐥𝐞 𝐒𝐤𝐢𝐥𝐥𝐬. If you're looking to switch industries or roles, identify the skills that are transferable. List these prominently and provide context for how they can be applied in the new role. 𝐈𝐧𝐜𝐥𝐮𝐝𝐞 𝐢𝐧𝐝𝐮𝐬𝐭𝐫𝐲-𝐫𝐞𝐥𝐚𝐭𝐞𝐝 𝐤𝐞𝐲𝐰𝐨𝐫𝐝𝐬. It’s so important, especially if you’re switching industries, that you make sure your resume isn’t full of jargon from the industry you’re leaving. Use the language of the industry you’re trying to transition into. I also strongly recommend that you choose 3 high-priority keywords and place these at the top of your resume right underneath your target job title. 𝐏𝐫𝐨𝐯𝐢𝐝𝐞 𝐩𝐫𝐨𝐨𝐟. Add metrics to quantify your results. Even if you’re not responsible for revenue generation, you can add in how much, how many, size, time, or comparison to work in numbers. 𝐒𝐩𝐞𝐚𝐤 𝐝𝐢𝐫𝐞𝐜𝐭𝐥𝐲 𝐭𝐨 𝐭𝐡𝐞 𝐜𝐨𝐦𝐩𝐚𝐧𝐲’𝐬 𝐧𝐞𝐞𝐝𝐬 𝐢𝐧 𝐲𝐨𝐮𝐫 𝐜𝐨𝐯𝐞𝐫 𝐥𝐞𝐭𝐭𝐞𝐫. Explicitly draw lines between your experience and the company’s needs. State specifically what they need and how you have relevant experience doing that. Give an example. This leaves no room for doubt that you are a fit for the role. How do you connect the dots? #resumes #Careers #LinkedInTopVoices

𝐄𝐯𝐞𝐫 𝐟𝐞𝐥𝐭 𝐥𝐢𝐤𝐞 𝐣𝐨𝐛 𝐡𝐮𝐧𝐭𝐢𝐧𝐠 𝐢𝐬 𝐚𝐧 𝐩𝐮𝐳𝐳𝐥𝐞 𝐰𝐡𝐞𝐫𝐞 𝐨𝐧𝐥𝐲 𝐭𝐡𝐞 𝐢𝐧𝐬𝐢𝐝𝐞𝐫𝐬 𝐬𝐜𝐨𝐫𝐞? 𝐋𝐞𝐭'𝐬 𝐭𝐮𝐫𝐧 𝐭𝐡𝐞 𝐭𝐚𝐛𝐥𝐞𝐬 𝐰𝐢𝐭𝐡 𝐬𝐨𝐦𝐞 𝐠𝐫𝐨𝐮𝐧𝐝𝐛𝐫𝐞𝐚𝐤𝐢𝐧𝐠 𝐭𝐚𝐜𝐭𝐢𝐜𝐬 𝐟𝐨𝐫 𝐭𝐚𝐢𝐥𝐨𝐫𝐢𝐧𝐠 𝐲𝐨𝐮𝐫 𝐫𝐞𝐬𝐮𝐦𝐞! 𝗗𝗲𝗰𝗼𝗱𝗲 𝘁𝗵𝗲 𝗛𝗶𝗱𝗱𝗲𝗻 𝗦𝗶𝗴𝗻𝗮𝗹𝘀 𝗶𝗻 𝗝𝗼𝗯 𝗗𝗲𝘀𝗰𝗿𝗶𝗽𝘁𝗶𝗼𝗻𝘀 Most job descriptions are layered with specific skills and keywords that the hiring software (yes, the ATS) is programmed to pick up. A study from Jobscan reveals that over 98% of Fortune 500 companies use ATS systems to filter candidates. What does this mean for you? Skimming won’t cut it. Analyze the job description: highlight the skills and phrases repeated, especially those related to software, specific accomplishments, or industry certifications. These are your golden keywords! 𝗧𝗮𝗶𝗹𝗼𝗿, 𝗗𝗼𝗻’𝘁 𝗚𝗲𝗻𝗲𝗿𝗮𝗹𝗶𝘇𝗲 The Statistical Edge According to recent data from The Ladders, tailored resumes are 47% more likely to catch an employer's attention than the one-size-fits-all kind. Start customizing by matching your section headers and job titles to the phrases used in the job listing. 𝗔𝗰𝘁𝗶𝗼𝗻 𝗩𝗲𝗿𝗯𝘀 𝗮𝗿𝗲 𝗬𝗼𝘂𝗿 𝗡𝗲𝘄 𝗕𝗲𝘀𝘁 𝗙𝗿𝗶𝗲𝗻𝗱𝘀 A study conducted by Zety found that resumes incorporating dynamic verbs saw a 70% increase in interview callbacks. Don’t just state “responsible for managing a team” — electrify it to “spearheaded a dynamic team,” directly aligning with job description verbs like manage, lead, or develop. 𝗤𝘂𝗮𝗻𝘁𝗶𝗳𝘆 𝗬𝗼𝘂𝗿 𝗜𝗺𝗽𝗮𝗰𝘁, 𝗠𝗮𝗸𝗲 𝗜𝘁 𝗖𝗼𝘂𝗻𝘁 𝗡𝘂𝗺𝗯𝗲𝗿𝘀 𝘁𝗮𝗹𝗸 Saying "increased sales" is vague, but indicating "escalated sales by 35% by implementing a direct marketing strategy" links directly to measurable success. This specific approach not only aligns with job descriptions that ask for quantitative proof of achievements but also sets a clear benchmark of your capabilities. 𝗘𝗰𝗵𝗼 𝘁𝗵𝗲 𝗖𝗼𝗺𝗽𝗮𝗻𝘆’𝘀 𝗖𝘂𝗹𝘁𝘂𝗿𝗲 This is where your deep dive into the company's LinkedIn page, website, and recent news comes into play. Reflect their values and language in your resume. If they talk about being "innovative" and "forward-thinking," incorporate how your innovative projects have advanced past roles. 𝗜𝘁𝗲𝗿𝗮𝘁𝗲, 𝗙𝗲𝗲𝗱𝗯𝗮𝗰𝗸, 𝗣𝗲𝗿𝗳𝗲𝗰𝘁 Finally, the most overlooked yet crucial step: seek feedback. Have mentors, peers, or professionals in your field review your tailored resume. Their insights could be what polish your resume from good to exceptional. Remember, every submission is your pitch. By reverse-engineering job descriptions, you're not just hoping to hit the mark — you're ensuring it. 🔗 Join the Smart Job Seekers, follow these insights, stand out, and remember — the most prepared candidate wins. Let's hack the job application process together! ----------------------------------- Follow Surya Vajpeyi for more such content💜 #JobHunting #ResumeTips #CareerSuccess #InnovateYourApplication

How much do the words in a job ad matter? More than you think. I’ve seen how often job seekers are left to decode the fine print in postings. The words matter. Lensa has analyzed 400M+ postings and 20M+ applications since 2015. We've identified five key factors you need to watch for: • Length: Postings in the 200-400 word range usually give enough detail without drowning you. Very short posts can mean vague expectations. Extremely long ones can signal a company that isn’t clear on priorities. • Salary ranges: If pay is listed, you can compare quickly and avoid wasting time. If it isn’t, know you’ll likely have to push for clarity later. • Coded language: Words like “aggressive” or “dominant” can tell you something about culture. If those words don’t fit how you work, beware. • Buzzwords: “Rockstar,” “ninja,” “genius.” These don’t define the job. If you see them, look closely at the actual responsibilities before deciding to apply. • Benefits: Health coverage, retirement, flexibility. If these appear early in the posting, it’s a sign the company knows they matter and wants to compete for talent. Read the ad like a preview of how the company operates. Clarity in the post often predicts clarity in the job. Make your move. But first, read the words.

Hiring managers, stop blaming the talent pool - maybe your job descriptions are the real problem. How often do we hear companies struggle to find the right talent?  What if the issue isn’t a lack of skilled professionals, but a lack of clarity in job descriptions? Take the Project Manager role, for example. Too often, job descriptions are filled with vague phrases like “strong communicator,” “problem solver,” or “ability to multitask,” which don’t explain what’s truly needed day-to-day. A clear job description goes beyond just listing soft skills. It should be specific about the actual tasks and responsibilities the role will involve, such as: 1. Managing 3-5 projects simultaneously, leading cross-functional teams (design, engineering, marketing) to deliver on-time with 95%+ completion rate. Creating and managing project timelines, ensuring 90% of milestones are met on schedule, with delays not exceeding 5% of the total timeline. 2. Coordinating with 5+ stakeholders and clients, managing scope changes, and achieving a 90% satisfaction rate in client feedback surveys. 3. Tracking and managing project budgets, maintaining expenses within 3-5% of the original budget, and identifying cost-saving opportunities worth 10% of the total budget. When you take the time to clearly define these tasks, you’ll attract candidates who are confident they can succeed in the role, rather than those who are simply guessing what the job entails. Clarity in job descriptions doesn’t just help you find better candidates, it saves everyone time and frustration. The more precise you are about what you need, the easier it is for both candidates and hiring managers to align. How do you ensure your job descriptions reflect what your team actually needs? Let’s discuss!