Career Path Development

Over the last few years, we’ve seen the rise of distinct AI roles: Some focus on building models. Some specialize in prompting them. Some orchestrate entire multi-agent ecosystems. But here’s the challenge: Most people dive into AI without a clear path. They juggle multiple tutorials, frameworks, and buzzwords — without direction. And often feel stuck… despite all the learning. That’s why I created this visual roadmap to demystify what it actually takes to build a successful career in AI—whether you’re starting out, switching domains, or upskilling. 𝟰 𝗥𝗼𝗮𝗱𝗺𝗮𝗽𝘀. 𝟰 𝗖𝗮𝗿𝗲𝗲𝗿 𝗣𝗮𝘁𝗵𝘀. 𝟭 𝗨𝗻𝗶𝗳𝗶𝗲𝗱 𝗩𝗶𝘀𝗶𝗼𝗻 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗔𝗜 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 Master LangChain, LangGraph, AutoGen, CrewAI Design decision-making agents with memory, context, and orchestration Build truly autonomous multi-agent systems that reason, act, and collaborate 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 Learn the foundations of GenAI: transformers, LLMs, embeddings Build applications using OpenAI, Hugging Face, Cohere, and Anthropic Fine-tune models, use vector databases (RAG), and bring GenAI apps to life 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 Go deep into math, stats, algorithms, feature engineering, and modeling Master Python, Scikit-Learn, XGBoost, and model deployment Build solid ML portfolios that showcase real-world impact 𝗔𝗜 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿 𝗥𝗼𝗮𝗱𝗺𝗮𝗽 (𝗙𝘂𝗹𝗹 𝗦𝘁𝗮𝗰𝗸 𝗔𝗜) Cover it all: computer vision, NLP, reinforcement learning, AI ethics, model governance Use TensorFlow, PyTorch, and integrate AI into products end-to-end Prepares you for both research-driven and production-focused roles What’s unique about this roadmap? Clear step-by-step milestones Specific tooling and frameworks to focus on Career-aligned structure based on real job roles End-to-end guidance from fundamentals to job search Who is this for? College students entering AI Professionals switching to ML or GenAI roles Engineers looking for clarity in a noisy landscape AI educators mentoring the next wave of practitioners Startups guiding their technical talent in AI-first environments This is the kind of map I wish I had when I started. If this helps you or someone in your network: Repost it to reach more learners

⛳ Product Designer’s Career Levels Paths (PDF) (https://lnkd.in/eC5G3_vg), a refreshing approach to define meaningful career levels without forcing a management path — instead, we mirror creative and managerial paths with appropriate influence and compensation. By Ryan Ford. Product Design Career Paths (PDF, high-resolution): https://lnkd.in/ea66xSxC 🚫 Designer’s path can but doesn’t have to lead to management. ✅ Creative and Management paths act as mirrors of one another. ✅ Career growth has zones that set responsibilities/expectations. ✅ Management track puts emphasis on people, strategy, accountability. ✅ Creative path puts emphasis on quality, innovative thinking, workflows. ✅ Principal designers focus on execution of key projects and ideas. ✅ Distinguished designers facilitate quality and guide creative growth. ✅ Product design fellows are focused on how the quality work is done. ✅ Chief design officers are accountable for great design execution. ✅ There is a way to try out management, and go back if desired. As designers, we often think that our career trajectory inevitably leads to management. But management isn’t for everyone. Not everybody feels comfortable managing other people. Some people, myself included, want to spend time and effort in complex UX challenges and design products. Yet too often, there aren’t any appropriate roles for designers to grow into. So unsurprisingly, at some point it appears you are hitting the ceiling of what you can do in a company. You might feel forced to change ship to find a better fit to earn more money and recognition. There must be a better way. One overlooked way is to establish a new role that responds to business priorities but also amplifies your personal strengths and your unique qualities. Many companies don’t realize they need a role until you point out that there is a gap that needs to be addressed. Sometimes it’s the “translator” between design and engineering — somebody with knowledge in UX and accessibility. Sometimes it’s somebody who automates processes and workflows with AI. Or improves efficiency of internal workflows. Or a dedicated role for internal search UX or legacy UX. These are all neglected key roles that are rarely advertised publicly, but have a tremendous impact on business. Once you spot a gap, bring it up — to proactively shape your role, rather than trying to fit into already pre-defined roles. #ux #design

REGIONAL SALES MANAGER The Role of a Regional Sales Manager in FMCG: More Than Just Selling In the fast-moving consumer goods (FMCG) sector, the role of a Regional Sales Manager (RSM) goes beyond pushing products—it’s about strategy, execution, and leadership. As someone who has spent years in FMCG sales and distribution, I’ve learned that success in this role requires a mix of data-driven decisions, strong relationships, and hands-on leadership. Here are key pillars that define an exceptional RSM in FMCG: 1. Leadership & Team Performance Your team is your greatest asset. Recruit, train, and mentor sales reps to drive results. Set clear KPIs—sales targets, market share growth, and execution metrics. Motivate & retain top performers; sales success depends on a strong, engaged team. 2. Route-to-Market & Market Expansion Optimize distribution networks—modern trade, general trade, and wholesalers—for wider reach. Ensure perfect store execution: availability, visibility, and pricing consistency. Identify and penetrate new markets while defending your existing turf. 3. Data-Driven Sales Strategy Use sales data & market trends to forecast demand and set realistic targets. Track sell-in vs. sell-out performance to ensure stock movement and avoid overstocking. Monitor competitor activities—pricing, promotions, and new product launches—to stay ahead. 4. Relationship Management & Negotiation Distributors, retailers, supermarkets—strong relationships drive consistent sales. Negotiate better trade terms and ensure win-win partnerships. Resolve conflicts professionally to maintain long-term business growth. 5. Fieldwork & Market Intelligence Be on the ground—visit stores, talk to customers, and understand challenges firsthand. Gather insights on consumer behavior, product performance, and retail dynamics. Conduct retail audits to ensure compliance with merchandising standards and promotional execution. The FMCG industry is dynamic, competitive, and fast-paced. An RSM must balance strategy with execution, leadership with accountability, and relationships with results. 📢 Want to Master Sales? Grab a copy of my eBook "Mastering Sales and Distribution in FMCG" for just $5 (or its equivalent in your currency). 📖 This eBook will equip you with the strategies and insights you need to excel in sales and distribution. 📩 Chat me up via 0756451992 to get your copy today! https://wa.me/254756451992 #Sales #FMCG #Ebook #MasteringSales #Distribution #Growth#FMCG #SalesLeadership #RegionalSales #SalesExcellence.

Almost every time I speak with juniors or college students, I get asked the same question: “I’m not sure what field I want to work in. How do I decide what to do?” It’s a completely normal feeling — and honestly, I’ve been there too. When I first entered college, I had no clue what specialization to take or what career path to pursue. But here’s the truth: You don’t need to have it all figured out right away. What you need is a plan to explore and narrow it down. Here’s what I tell anyone who asks: 📍 𝗗𝗼𝗻’𝘁 𝗢𝘃𝗲𝗿𝘁𝗵𝗶𝗻𝗸 𝘁𝗵𝗲 𝗕𝗶𝗴 𝗣𝗶𝗰𝘁𝘂𝗿𝗲 — 𝗦𝘁𝗮𝗿𝘁 𝘄𝗶𝘁𝗵 𝗬𝗼𝘂𝗿 𝗜𝗻𝘁𝗲𝗿𝗲𝘀𝘁𝘀 List a few things you genuinely enjoy or find intriguing — like writing, data analysis, designing, or public speaking. Don’t worry about how they translate into a career just yet Action Step: Write down your interests without worrying about how they translate into a career. The point is to recognize your natural inclinations. 📍 𝗘𝘅𝗽𝗲𝗿𝗶𝗺𝗲𝗻𝘁 𝘄𝗶𝘁𝗵 𝗦𝗵𝗼𝗿𝘁-𝗧𝗲𝗿𝗺 𝗖𝗼𝗺𝗺𝗶𝘁𝗺𝗲𝗻𝘁𝘀 Try out your interests through short-term activities like joining a club, taking a beginner’s course, or volunteering for a project. Give it 2–4 weeks and see if you enjoy the process Action Step: Try something for 2–4 weeks and assess: Did you enjoy the process? Did it feel meaningful? 📍 𝗧𝗮𝗹𝗸 𝘁𝗼 𝗣𝗲𝗼𝗽𝗹𝗲 𝗪𝗵𝗼 𝗔𝗿𝗲 𝗔𝗹𝗿𝗲𝗮𝗱𝘆 𝗗𝗼𝗶𝗻𝗴 𝗜𝘁 Reach out to people working in fields you’re curious about. Ask about their day-to-day work, the skills they use, and what they enjoy or dislike about their roles Action Step: Message 3 professionals on LinkedIn and politely ask for a 15-minute chat. Most people are willing to help if you’re genuinely curious and respectful of their time. 📍 𝗙𝗼𝗰𝘂𝘀 𝗼𝗻 𝗦𝗸𝗶𝗹𝗹𝘀, 𝗡𝗼𝘁 𝗧𝗶𝘁𝗹𝗲𝘀 Identify the skills you want to develop rather than getting stuck on job titles. Whether it’s data analysis, storytelling, or management, skills are transferable and will shape your career regardless of the role Action Step: Pick one skill you’re curious about and spend an hour a week learning or practicing it. 📍 𝗔𝗹𝗹𝗼𝘄 𝗬𝗼𝘂𝗿𝘀𝗲𝗹𝗳 𝘁𝗼 𝗣𝗶𝘃𝗼𝘁 Your first choice doesn’t have to be your final choice. Reflect every few months to see if you’re still enjoying your current path. It’s okay to change directions as you learn more Action Step: Set a reminder to reflect every 3 months: Are you still enjoying your current path? If not, what’s next? The Bottom Line: You don’t have to know your exact career path at 20. Just focus on exploring, learning, and building foundational skills — the clarity will follow. To everyone feeling overwhelmed — take it one step at a time. And remember, not having it all figured out is okay — it’s part of the journey. What’s one career option you’re currently exploring? Share below — I’d love to hear your thoughts!👇 #CareerAdvice #CollegeTips #FindingYourPath #SkillBuilding #CareerExploration #EarlyCareerInsights

You Can’t Build a 21st-Century Fleet With 20th-Century Cabins. ...And, we continue to talk about decarbonisation, digitalisation, automation yet the average seafarer still sleeps in a cabin smaller than a budget hotel room near to the generator, fights with lagging Wi-Fi, and calls home twice a week if the signal allows. NOT all but quite Many. We say we want to attract new talent, but offer living standards that belong in a museum. You can’t expect Gen Z to sign six-month contracts on floating steel boxes when in some new builded oil-rig crews enjoy cinema rooms, gyms, sauna, buffet, private cabins,modern equipment, and high-speed internet. If we truly want to bring people back to sea, we need new human infrastructure: Modern cabins with privacy, soundproofing, proper lighting, air-quality controls, ergonomic. Unlimited high-speed satellite internet - it’s 2025, not 1995. Continuous tele-training and upskilling onboard, not once every two years ashore. Additional staff or rotating inspectors so officers can actually focus on navigation and leadership instead of endless paperwork. Implementing rotating teams on aged, demanding vessels for better support. And here’s the business case anyone can’t ignore: Every day of off-hire costs tens of thousands of dollars. Every incident, fatigue-related error, or unplanned stop can wipe out a month of <budget savings>. Better living conditions, steady connectivity, and active training cut fatigue, accidents, and turnover. That means fewer stoppages, fewer claims, and higher operational uptime. It’s not a cost. It’s the smartest ROI in the industry. Culture → Competence → Continuity. When you invest in people first, you’re not just building comfort, you’re building efficient reliability. The data already show it: Companies that prioritise crew wellbeing report up to 35% fewer safety incidents and 25% lower attrition (Lloyd’s Register, 2024). That’s real money, not soft talk. So here’s my challenge to everyone who still cuts crew budgets “to keep cash flow healthy”: Stop thinking like a firefighter and start thinking like a shipbuilder. Firefighting saves today. Building culture saves every tomorrow. Because at the end of the day, the vessel doesn’t sail on fuel alone, it sails on the human spirit inside those steel walls. Give that spirit space, comfort, connection, and purpose, and watch your efficiency soar higher than any KPI spreadsheet can measure. #Maritime #CrewMatters #HumanCapital #Seafarers #LeadershipAtSea #Wellbeing #Sustainability #Innovation #DigitalTraining #MaritimeFuture #OperationalExcellence #ShippingIndustry #ROI #CultureAtSea

Throughout my career conversations, one question echoes consistently: "Should I pursue an individual contributor (IC) or management track in AI?" Contrary to traditional career narratives, AI demands a more sophisticated approach. Due to the technical depth of AI, the IC path isn't a dead end but an enriching journey of innovation and expertise. What's fascinating is how AI is reshaping career dynamics: even people managers must stay hands-on and technically sharp. Big tech (or even almost all tech companies) now recognize technical leadership as equally prestigious as management roles, with principal engineers and research scientists commanding the same respect and compensation as their people-managing counterparts, sometimes even more. The real magic happens when you're strategic about your growth. For IC professionals, this means continuously expanding your technical breadth and depth. Focus on becoming a technical thought leader, publish research/articles, contribute to open-source projects, speak at conferences, and develop cutting-edge solutions that push the boundaries of AI. For those drawn to management, the key is to develop not just people skills but a deep understanding of AI's strategic implementation. A successful AI manager is one who bridges technical complexity with business vision, creating an environment where innovation thrives and complex AI solutions are created. Your publications will shift from technical deep dives to thought leadership that demonstrates strategic prioritization and transformative potential. Ultimately, the most fulfilling path is the one that aligns with your intrinsic motivations. If you're energized by solving complex technical challenges, diving deep into machine learning models, and pushing the boundaries of what's possible, the IC track might be your calling. If you're passionate about amplifying human potential, mentoring talent, and driving large-scale AI initiatives, people management could be your sweet spot. There are no right or wrong decisions. The beauty of AI is its flexibility. Many professionals successfully navigate between these paths throughout their careers, bringing unique perspectives and a holistic understanding to each role they touch. #ExperienceFromTheField #WrittenByHuman #EditedByAI

Why are young professionals so unhappy? Historically, happiness followed a predictable curve: high in early adulthood, a dip in midlife, then an upward slope beginning around age 50. But recent research shows that the pattern is breaking down, and the younger generations aren’t hitting those early highs anymore. Younger adults are not starting out happy anymore and are entering the workforce already burdened by anxiety, loneliness, and a persistent sense of meaninglessness. The data is clear. Emotional distress is rising, especially among those under 30. And while we can point to economic headwinds, social media, or post-pandemic disruption, the deeper issue is existential. Many young professionals are struggling to answer a fundamental question: What is all of this for? This isn’t a rhetorical concern. Meaning, defined as coherence, purpose, and significance, is one of the three macronutrients of happiness, alongside enjoyment and satisfaction. And meaning is in short supply. Why? Because it typically comes from five sources: love, faith or another guiding philosophy, friendship, meaningful work, and contact with beauty, especially in nature. When these are missing or substituted with curated digital approximations, people suffer. Many early-career professionals are exhausted and disoriented. Organizations can help, but not through perks, ping pong tables, or yet another Slack channel. What’s needed is an environment where people can build coherent lives, marked by meaningful relationships, a clear purpose, and the ability to contribute something meaningful. All of that starts with helping them answer the question: Why does this work matter, really?

#BuildingCareers #EarlyMBAYears Making the most of the first few years of your professional journey: As young #MBAs join their jobs from campus, most very quickly get submerged in their roles, pushing to deliver on stretch targets and trying to make a mark for themselves. They switch instantly from a #Learning mode to a #Delivery mode. But should you really let the learning mode hibernate in these early years? My guidance to the youngsters is to focus on 4 areas as you get along with your roles- 1. Understand the Industry you are in - while your roles may be diverse (sales, finance, business development, operations, etc), take the time to go through Analyst Reports about the industry your business is in, look at the quarterly investor presentations of your competitors as well as your customers/suppliers 2. Understand your company more deeply - speak to people from outside your teams to understand different parts of the business, go through the quarterly (and monthly where possible) earnings/results, and read up analyst reports about your company 3. Take initiative beyond your role - get involved in some initiative, either business or cultural, to create a new network for yourself beyond your boss and team. These help to not just build your connections in your company but also develop your social skills. People from other teams and functions get to know you as a person 4. Identify and work on a couple of Soft Skills - as you grow in your careers, people skills is what differentiates a leader from a manager. So continue to work on enhancing these. Identify 1-2 skills where you feel you are not good enough, and work on enhancing these systematically. This is the time to work on strengthening these While these 4 seem simple things to do, but I see many youngsters not doing these, and hence losing out on an important foundation as they begin their careers. So strongly urge you to consciously focus on these 4 things and make these integral to your routines. You will find that this will not just improve your understanding and networks, but create opportunities to grow faster too! #careers #careerwars #campustalks #leadership #leadershipdevelopment #management #mentoring #coaching

Investment banking isn’t just M&A Two other paths that are just as interesting, and often overlooked, are ECM (Equity Capital Markets) and DCM (Debt Capital Markets). So here’s a simple way to think about the difference: 1. 𝐓𝐡𝐞 𝐂𝐨𝐫𝐞 𝐅𝐨𝐜𝐮𝐬 M&A: Strategic Consolidation. Advising on the purchase or sale of businesses to drive growth and reshape industries. (𝘛𝘩𝘪𝘯𝘬 𝘵𝘩𝘦 𝘳𝘦𝘤𝘦𝘯𝘵 𝘣𝘢𝘵𝘵𝘭𝘦 𝘧𝘰𝘳 𝘞𝘢𝘳𝘯𝘦𝘳 𝘉𝘳𝘰𝘴. 𝘋𝘪𝘴𝘤𝘰𝘷𝘦𝘳𝘺 𝘣𝘦𝘵𝘸𝘦𝘦𝘯 𝘕𝘦𝘵𝘧𝘭𝘪𝘹 & 𝘗𝘢𝘳𝘢𝘮𝘰𝘶𝘯𝘵 𝘚𝘬𝘺𝘥𝘢𝘯𝘤𝘦) ECM: Equity Ownership. Raising capital by selling shares (stocks) to the public through IPOs or follow-on offerings. (𝘉𝘪𝘨 𝘭𝘪𝘴𝘵𝘪𝘯𝘨𝘴 𝘵𝘩𝘪𝘴 𝘺𝘦𝘢𝘳 𝘤𝘰𝘶𝘭𝘥 𝘪𝘯𝘤𝘭𝘶𝘥𝘦 𝘵𝘩𝘦 𝘭𝘪𝘬𝘦𝘴 𝘰𝘧 𝘚𝘱𝘢𝘤𝘦𝘟 𝘢𝘯𝘥 𝘖𝘱𝘦𝘯𝘈𝘐) DCM: Debt Issuance. Raising capital through "IOUs" (bonds). Helping companies borrow money at the best possible interest rates. (𝘊𝘰𝘶𝘯𝘵𝘳𝘪𝘦𝘴 𝘢𝘯𝘥 𝘤𝘰𝘮𝘱𝘢𝘯𝘪𝘦𝘴 𝘧𝘳𝘰𝘮 𝘢𝘤𝘳𝘰𝘴𝘴 𝘵𝘩𝘦 𝘨𝘭𝘰𝘣𝘦) 2. 𝐓𝐡𝐞 𝐏𝐫𝐢𝐦𝐚𝐫𝐲 𝐒𝐤𝐢𝐥𝐥𝐬𝐞𝐭 M&A: Mastering DCF and LBO models to find the "fair value" of a private entity. Success here requires advanced Excel proficiency and the ability to link complex financial models. ECM: Crafting a compelling growth story and timing the "market window" for public investors. You’ll need strong data visualisation skills and the ability to translate market sentiment into persuasive investor presentations. DCM: Assessing debt capacity and interest rate risk to ensure a safe "yield" for lenders. This role demands a deep understanding of fixed-income math, credit rating mechanics, and the impact of macroeconomic shifts on interest rates. 3. 𝐓𝐡𝐞 "𝐕𝐢𝐛𝐞": 𝐕𝐨𝐥𝐮𝐦𝐞 𝐯𝐬. 𝐏𝐚𝐭𝐢𝐞𝐧𝐜𝐞 Students often don't realise how much the daily rhythm varies between desks: M&A is a Patience Game: You work on one or two giant, complex deals that can take ~6-12 months to close or fall apart at the finish line. ECM is a Sprint: Deals move faster (~3-9 months) and are intensely driven by market conditions. You have to move when the window is open. DCM is a Volume Game: These are high-turnover, rapid-fire deals that can sometimes be executed in just a few days. If you prefer deep-dive, long-term projects, look at M&A. If you thrive in a fast-paced, high-turnover environment, DCM might be your perfect fit. 4. 𝐂𝐚𝐫𝐞𝐞𝐫 𝐄𝐱𝐢𝐭 𝐎𝐩𝐩𝐨𝐫𝐭𝐮𝐧𝐢𝐭𝐢𝐞𝐬 M&A: Private Equity, Venture Capital ECM: Equity Hedge Funds, Equity Research DCM: Private Credit, Fixed Income Funds If you’re exploring careers in investment banking, it’s worth understanding all three paths, not just the one everyone talks about. Because for many students, ECM or DCM might actually be the better fit. Top 3 in ECM YTD: Goldman Sachs, J.P. Morgan, Morgan Stanley Top 3 in DCM YTD: J.P. Morgan, BofA Securities, Citi ......... If you found this useful 👍 and ♻️ repost to your network and follow Anthony Cheung for more posts on finance explained

From artificial intelligence reshaping job roles to hiring booms beyond metros, the world of work is changing fast. As India's Class of 2026 prepares to enter the workforce, two questions are top of mind: where are the real opportunities, and what does it take to land them? LinkedIn’s Grads’ Guide 2026 tracked the fastest-growing opportunities for career starters across India — by job title, industry, function, and region. Here’s what stood out. AI Specialist, Generative AI Engineer, and Digital Content Creator emerge as the top three fastest-growing job titles, indicating how the rise of AI and digital platforms is opening up entirely new career pathways. Meanwhile, Human Resources (HR) and Consulting lead the fastest-growing functions for graduates. This rise in demand for fresh talent in HR “is being driven by two forces — a genuine shortage of top talent, making hiring increasingly competitive, and the growing need to manage large-scale workforce changes,” says Arjun Prakash, Founder, Pivot. In consulting, the hiring momentum is being driven by several structural shifts — including AI and cloud transformation, GCC expansion, strong global demand for Indian tech talent, and maturing start-ups increasingly turning to first-time consulting projects to drive profitability, notes Arjun. “The rise of specialist firms across HR, finance, and operations consulting is further accelerating this trend,” he adds. Meanwhile, Utilities and Education are the top two fastest-growing industries actively hiring graduates, shows LinkedIn data. Regional hiring growth patterns further reinforce how opportunities for early talent are expanding beyond traditional hubs. Vijayawada occupies the top spot amongst the fastest-growing regions for early-career hiring, followed by Kolkata and Bhopal. “Better cost efficiencies in tier-2 and tier-3 cities, lower attrition driven by proximity to home, and the adoption of distributed work models are driving this shift. At the same time, improving digital infrastructure and broader access to talent make it easier for companies to evaluate talent beyond metros,” notes Vaibhav Gadodia, CTO, Nagarro. For the Class of 2026, the opportunity is real, but it doesn’t always look the way you expect it to. ➡️ Swipe through the carousel for the full data breakdown. How can freshers make their move in India’s new world of work? Share your thoughts using #GradsGuide2026 Editor: Nakul Ghai Data insights: Alejandra Budar, Caroline Liongosari, and LinkedIn's Economic Graph Graphics: Arunagiri Ramadurai