Career Trajectory Forecasting

As a Supply Chain HR, I often ask candidates the classic question: “Where do you see yourself in 5 years?” It’s a staple of interviewing. But recently, a candidate for a Demand Planning role gave an answer that completely reframed my thinking. He paused and said, “Honestly, a rigid 5-year plan feels like a long-range forecast in a volatile market—bound to be inaccurate. I prefer to think of my career like an S&OP cycle. I have a strategic direction, but I review and pivot quarterly based on new 'demand signals'—like emerging tech, industry needs, and my own learning.” This was a profound moment for me. It perfectly captured the shift we’re all experiencing. The era of a linear career path is over. We can't just climb a pre-defined ladder anymore. The data supports this: the half-life of a professional skill is now estimated to be just five years. The expertise that makes us valuable today could be half as relevant by 2030. That conversation taught me that the most promising professionals don’t have a map; they have a compass and the agility to navigate. It changed how I look for talent. My key takeaways were: ↳ Build a Portfolio, Not Just a Path: Focus on acquiring a diverse portfolio of capabilities rather than chasing a single title. What skills are you adding to your toolkit this quarter? ↳ Embrace Agile Planning: Your career requires constant recalibration. Are you actively seeking feedback and scanning the horizon for the "AI in planning" of tomorrow to adjust your course? ↳ Nurture Your Network: In a system defined by change, our professional relationships are our most reliable supply lines for insights, support, and opportunities. That candidate didn’t just answer a question; he demonstrated a mindset. It’s a reminder that our greatest professional asset isn’t our current plan, but our ability to replan.

After 6 years as a career coach and speaking to thousands of professionals, this is what an ideal career trajectory looks like. Start somewhere that gives you strong foundations. Stay long enough to learn, deliver results and earn a promotion. Then move every two to four years into a role with more responsibility, better pay and wider exposure. Repeat that process until you reach senior leadership. Here’s why. Professionals who stay in the same company for too long often become underpaid compared to people who move strategically. The biggest salary increases rarely come from annual increments. They usually come from promotions, counteroffers and changing employers. Moving every few years also exposes you to different systems, operating models, industries and leadership styles. That experience makes you more adaptable. You learn how to enter a new environment, understand how it works and produce results without needing years to settle in. Employers also tend to treat professionals with strong external options differently. When a company knows you can leave and secure another role, it has a stronger incentive to offer competitive pay, better benefits, more flexibility and clearer growth opportunities. Then there is the network effect. Stay in one company for ten years and only a limited number of people may know how good you are. Move strategically across several respected organisations and your professional reputation spreads much further. Former colleagues become hiring managers, founders, executives, clients and referral partners. That is why professionals who move strategically often receive more consultancy opportunities, referrals and approaches from recruiters. This does not mean you should job-hop without direction. Every move should make sense. More responsibility. A stronger brand. A better salary. A larger budget. More complex problems. Greater leadership exposure. The perfect career trajectory is not about staying loyal to one employer forever. It is about staying loyal to your long-term growth. #careercoach

📢📢📢 Thrilled to share From Jobs to Journeys, a breakthrough in how governments, educators and training institutions across Canada can plan for the skills our economy will need. A key part of our ongoing work with Future Skills Centre - Centre des Compétences futures.   To date, *all* applied approaches to #labour & #skills #supply #forecasting effectively assume a worker is their current job: If your occupation requires Skill X, models assume you have Skill X—and nothing more. They treat skills demand as a proxy for skills supply.   This is a major problem for prioritizing education and training investments. All involve trade offs, and how those play out through individuals' career and ongoing skill development cannot be incorporate into current modelling frameworks. Until now …   The Career Paths and Skill Transformations (CaST) model changes that. CaST provides an entirely new framework for forecasting skills and labour supply - grounded in how people really learn, progress, and transition through work. Instead of assuming static skills, CaST models: 🔹 How skills grow with use, decay with underuse, and atrophy during unemployment 🔹 How workers transition between roles based on their evolving skill mix 🔹 How education shapes the starting point for each career path 🔹 How skill distributions—not single point estimates—shape supply across the workforce CaST is built for practical application. With CaST, you can: 🔸 Run program seats and training capacity scenarios to see how skills genuinely evolve over time 🔸 Assess the real skill base of unemployed workers, identifying untapped capacity 🔸 Forecast future skill gaps with greater accuracy 🔸 Design reskilling and pathway programs that reflect how people actually move through the labour market 🔸 Model the impact of policy changes, like increasing graduates in specific fields 🔸 Support scenario-based planning for technological shifts, demographic change, or economic shocks. In short: CaST is a more human—and more useful—skills model. It recognizes that careers aren’t linear and skills aren’t fixed. CaST recognizes that: 🔸 Two people in the same job may have different skills 🔸 Skills gained in past roles don’t disappear 🔸 Skill growth/loss depends on use 🔸 Career paths drive skill evolution, and skill evolution shapes career paths This dynamic view unlocks the ability to design education, training, and workforce strategies that are truly responsive to people’s lived experience.   This work is just the beginning of a new chapter in skills and labour market modelling in Canada and beyond. Read the report here: https://lnkd.in/eB3CZFh4   A big thanks to our Advisory Board members Brendon Bernard, Christopher Chevrier, Sonny Hegde, Lisa Taylor, CCDP, Patrick Rouble, Robert Carlyle, Ken Chatoor and Pari Johnston   HUGE thanks to the the AMAZING research team Jahm Mae Guinto, Khurram Makhdumi & Anne-Lore Fraikin, and Brittany Feor

⛳ UX and Product Designer’s Career Paths For 2026 (https://lnkd.in/dxYzi5kf), how to shape your career path, with decision trees for designers and UX skills self-assessment matrix ↓ --- 🔸 1. Run A Retrospective For Last Year To be honest, for many years, I was mostly reacting. The life was happening to me, rather than me shaping the life that I was living. I was making progress reactively, accepting, not seeking opportunities. It was easy — floating between projects and calls and making things work as I was moving along. Years ago, my wonderful wife introduced one little annual ritual which changed that dynamic entirely. By the end of each year, we sit with nothing but paper and pencil, and run a thorough retrospective of the past year — successes, mistakes, good moments, bad moments, things we loved and things we wanted to change. These are the questions I'm trying to answer there: - What did I find most rewarding and fulfilling last year? - What fears and concerns slowed me down the most? - What could I leave behind, give away or simplify? - What tasks would be good to delegate or automate? - What are my 3 priorities to grow this upcoming year? - What times do I block in my calendar for my priorities? This little exercise shapes the trajectory that I’ll be designing and prioritizing next year. I can’t recommend it enough. --- 🔹 2. Proactively Shaping Your Role As the new year begins, I often find myself in a strange place — reflecting back at the previous year, or looking forward at the year ahead. And as I speak with colleagues and friends at the time, typically it doesn’t take long until a conversation about career trajectory emerges. When thinking about UX careers, I keep reminding myself of Jason Mesut's observation that when we speak about career ladders, it assumes that we can either go up, down or fall off. But in reality, you can move up, move down and move sideways. As Jason says, “promoting just the vertical progression doesn’t feel healthy, especially in such a diverse world of work, and diverse careers ahead of us all.” So in the attempt to climb up, perhaps consider also moving sideways. Zoom out and explore where your interests are. Focus on the much-needed intersection between business needs and user needs. Between problem space and solution space. Between strategic decisions and operations. Then zoom in. In the end, you might not need to climb anything — but rather just find that right spot that brings your expertise to light and makes the biggest impact. Full article: https://lnkd.in/dxYzi5kf --- 🌻 Jump to newsletters and courses (save 20% off with 🎟 SNOWFLAKE): Newsletters → https://smashed.by/smart Design Patterns For AI → https://smashed.by/ai-ux Measure UX & Design Impact → https://measure-ux.com Happy designing, everyone — and thank you so much for reading! 🎉🥳 #ux #design

Career Transitions Are the New Normal! According to LinkedIn's Economic Graph's Work Change Report 2025, professionals entering today's workforce will hold TWICE as many jobs as those just 15 years ago. This isn't just change—it's transformation. The most successful career pivots don't just transfer skills—they create unique value at the intersection of your expertise, emerging trends, and market gaps. 🔍 Self-Assessment (The Foundation That Many Skip) 1. Document transferable skills with quantifiable results 2. Identify core values that guide your authentic career path 3. Complete "peak experience" analysis from previous roles 4. Define your unique value proposition as someone bridging two worlds 🧭 Strategic Planning 1. Create a before/during/after transition roadmap with specific milestones 2. Map your top 3 skill gaps (by 2030, 70% of job skills will completely change) 3. Set realistic timelines with built-in adaptation points 4. Prepare for AI integration—51% of businesses adopting AI report 10%+ revenue increases 🌐 Network Cultivation 1. Connect with forward-thinking professionals already thriving in your target field 2. Join communities where professionals are actively discussing AI and work evolution 📊 Market Positioning 1. Position your outsider perspective as your competitive advantage 2. Stand out by demonstrating adaptability—skills addition on LinkedIn profiles up 140% since 2022 💡 Self-Regulation Framework 1. Practice cognitive flexibility through continuous learning experiments 2. Build resilience through incremental milestone achievements 3. Develop emotional intelligence to navigate rejection cycles 4. Balance technical and human skills—AI-skilled professionals are 13× more likely to develop change readiness 🚀 Execution Strategy 1. Identify "gateway roles" that bridge your current experience and desired position 2. Prioritize organizations embracing AI transformation (88% of C-suite executives say AI adoption is a top priority) 3. Target companies valuing adaptability—38% of global executives prioritize agility over experience 4. Develop AI literacy skills that have seen a 177% growth on professional profiles 🧠 Mindset Management 1. Transform rejection into competitive intelligence 2. Implement weekly resilience and skill-building practices 3. Join transition communities to normalize the challenges of evolution Remember: As AI transforms work, human skills become MORE valuable—communication remains the #1 most in-demand skill across industries The professionals who will thrive aren't those with the most experience, but those with the greatest capacity to evolve alongside technology. Read More in this report : https://lnkd.in/gh325iQi by LinkedIn's Economic Graph. #CareerReinvention #AIWorkforce #FutureOfWork #CareerEvolution #linkedineconimicgraph

I finally got AI to give me career advice that's as good as a $500/hr career coach. The secret is all in the specificity of your prompt. Forget vague "career clarity" questions or rambling about your "skills and passions." Instead, focus on what you'd realistically ask a top-tier coach: Here’s the exact AI prompt that delivers exceptional, actionable career direction: [BEGIN PROMPT] I'm currently working as [current job title or short description], and feeling stuck because [briefly describe specific frustrations or confusion, e.g., “my current role feels stagnant,” “I don't know if I should change industries,” or “I’m not sure how to move into management.”] Given this context, provide detailed advice on the following: REALISTIC TARGET ROLES - Suggest specific, realistic roles I should consider. - Include 2-3 non-obvious or slightly unconventional career options I might overlook but could realistically pivot into. - For each role, briefly explain why I'm a viable candidate. WHICH OPTIONS TO AVOID - Identify common career moves or roles that might initially look appealing given my background, but usually end up being poor choices or dead ends. Tell me where I am getting disillusioned. - Provide clear explanations or examples of why each identified role or path isn't ideal based on real-world data. BEST INDUSTRIES FOR ME (BACKED BY DATA) - Identify growing or stable industries that fit me. - Consider how AI & LLMs might impact my current and future industries when giving recommendations - Provide specific industry data that clearly indicate these trends (e.g., recent economic forecasts, etc). SALARY & EARNING POTENTIAL - Provide realistic salary ranges for the suggested roles, tailored to my location/experience level. - Identify specific strategies I can take to position myself for higher compensation (such as certifications, targeted networking, or specific skills). CLEAR, ACTIONABLE NEXT STEPS - Outline immediate, practical actions I should take this month to validate each suggested career path (e.g., conversations with people already in those roles, specific short courses, side projects). - Recommend how to quickly test if a potential career move is right for me without major investment or risk. - Summarize the top three career paths you recommend with realistic steps to take this month - Compare all options, including exploring alternative paths within my current industry or role. - Be blunt about the risk appetite for each option and the timeline Ask any follow up or clarifying questions from me if you think that would help clarify your answers further. [END PROMPT] Tip: Please use o3 as the model (NOT 4o)! -- If you're here, you're a smart guy/gal who wants a great career. If so, you'll LOVE my weekly email at coached.com. I write career strategy essays AND incredible AI prompts that will help you crush your career Oh, and if you're new — follow me Rohan Mahtani. I help ambitious people get the careers they deserve (free!)✌️

This is by far the number one question I’ve been asked since the rise of AI: How do I future-proof my career in these uncertain times? It’s a question I’ve been reflecting on a lot lately, particularly as industries and technologies evolve at an unprecedented pace. My recommendation is simple. Look at how your industry is pivoting. Figure out the new trajectory. Then assess your relevance in term of skillset and keep focusing on developing skills that are needed to fill the gap between the old and the new trajectory. Are the skills you’re developing aligned with where your organization is heading? If not, it might be time to rethink your strategy. And clearly, if your current company is not evolving quickly enough, or not reacting to technological disruption, you might find yourself in a career trap that could leave you unmarketable within a few years time. That's how fast things are going. So ,don’t wait for the perfect moment—be proactive in shaping your next move. Building career resilience today isn’t just about holding onto your job—it’s about positioning yourself for where your industry is going. Organizations are adapting fast, and so should you. Are you positioning yourself for the change, or letting it pass you by? #CareerResilience #Leadership #FutureOfWork #SkillDevelopment https://lnkd.in/eMUbkkxe

Most high achievers begin their careers based on what’s available, what others recommend, or what looks promising. The first ten years- or more- are usually exhilarating, filled with learning, promotions, new experiences, marriage, children, and growing aspirations. Eventually, once the basic needs are met and the dust settles, a different kind of question surfaces: “Is this it? Where am I going from here?” I recently got a note from someone saying, “I just came across this older career roadmap you drew for me in 2010 when I was at a crossroads, mulling over what I should switch to after my recent MBA but nervous about making the change.” He went on to say, “Your message about ‘getting to the core of your preferred area ASAP’ and the roadmap you laid out toward a GM role was one of the meetings I still cherish to this day.” Over the years, I’ve probably drawn hundreds of such sheets always with my signature and the date on them and often tell people to come see me 15 years later so we can talk about how things turned out. Some, like him, do. While our careers are often shaped by serendipity, here are five steps I frequently share with young professionals during these conversations grounded in personal experience: 𝟭. 𝗚𝗲𝘁 𝘁𝗼 𝘁𝗵𝗲 𝗰𝗼𝗿𝗲 𝗮𝗿𝗲𝗮 of the function you want to be in, enjoy, and are good at. For instance, get as close as possible to sales or account management if you want to grow in the broader sales/marketing domain. 𝟮. 𝗦𝗽𝗲𝗻𝗱 𝟳–𝟭𝟬 𝘆𝗲𝗮𝗿𝘀 working with increasing responsibility across different aspects of that core area. Do significant, high-impact work. Take on the company’s difficult problems that need solved. Take risks. 𝟯. 𝗔𝘂𝗴𝗺𝗲𝗻𝘁 𝘆𝗼𝘂𝗿 𝘀𝗸𝗶𝗹𝗹𝘀 with additional certifications whether in Six Sigma, analytics, or leadership, based on your trajectory and context. 𝟰. 𝗙𝗶𝗻𝗱 𝘁𝗵𝗲 𝗿𝗶𝗴𝗵𝘁 𝘀𝗽𝗼𝗻𝘀𝗼𝗿𝘀 𝗮𝗻𝗱 𝗺𝗲𝗻𝘁𝗼𝗿𝘀 who will advocate for you, open doors for you, and help clear the path ahead. 𝟱. 𝗣𝗿𝗮𝘆 𝗳𝗼𝗿 𝗮 𝗯𝗶𝘁 𝗼𝗳 𝗹𝘂𝗰𝗸 or as my good friend would say, at least the absence of ill luck. As you reflect on your own career path, I’d love to know: What’s the best career advice you’ve received that you now pass on to younger professionals? #CareerRoadmaps #Careermapping #PayitForward

This is genuinely worth a look. Over Christmas someone sent me a link to a new experimental AI tool from Google called Career Dreamer. It analyses your skills and experience and suggests possible career paths you might not have considered. I spent weeks building career pathways for teams… beautifully mapped, colour-coded, future-proofed. And then three days later the business would pivot and they’d be redundant. That’s the reality now. Careers aren’t linear. Organisations move fast. Skills evolve quicker than job titles. What I like about this is that it focuses on transferable strengths and adjacent moves rather than rigid ladders. It helps you see options. Could be useful if: – You’re personally rethinking your next step – You coach or mentor others – You’re in HR and trying to modernise internal mobility – You’re supporting someone returning after a career break It’s early and experimental. But it’s interesting. If you try it (LINK IN COMMENTS) I’d love to know what you think. Lucy #FutureOfWork #Careers #AI #HR #Leadership

Workforce Management isn't just a support function — it’s a career engine. Here’s a look at how many professionals grow within WFM, starting with the Real-Time Analyst (RTA) role 👇 ➡️1. Real-Time Analyst (RTA) 🔹 Core skills: Live decision-making, SLA monitoring, agent coordination Strength: Fast problem-solving & real-time thinking ⬇️ ➡️2. Intraday/Capacity Planner 🔹 Core skills: Staffing models, shrinkage forecasting, volume trend analysis Strength: Data-driven planning and optimization ⬇️ ➡️3. Workforce Scheduling Specialist 🔹 Core skills: Building agent schedules, shift planning, meeting and leave planning Strength: Balancing people, coverage, and compliance ⬇️ ➡️4. WFM Manager / Lead 🔹 Core skills: Forecasting, people leadership, stakeholder alignment, strategy Strength: Building the entire WFM system — end to end 💡Many start as RTAs and grow into strategic decision-makers who shape operations at scale. 🎯 Final Thought: “WFM isn’t a side desk. It’s a system that can grow your career if you master it.” #WFM #RTACareerPath #WorkforceManagement #CallCenterCareers #CapacityPlanning #SchedulingExcellence #CareerGrowth #LinkedInLearning