Task Prioritization Methods

Most PMs are prioritizing the wrong things. It’s not about building the most features. 𝗜𝘁’𝘀 𝗮𝗯𝗼𝘂𝘁 𝗯𝘂𝗶𝗹𝗱𝗶𝗻𝗴 𝘁𝗵𝗲 𝗿𝗶𝗴𝗵𝘁 𝗼𝗻𝗲𝘀. When everything feels urgent, the real skill is choosing what 𝘯𝘰𝘵 to do. Here are quick, proven techniques to simplify your prioritization process: 🚦 𝗦𝘁𝗮𝗿𝘁 𝘄𝗶𝘁𝗵 𝘁𝗵𝗲 𝗯𝗶𝗴 𝗽𝗶𝗰𝘁𝘂𝗿𝗲 → Mission: Why does this product exist? → Vision: Where are we headed? → Strategy: What will get us there? → Goals: What matters 𝘳𝘪𝘨𝘩𝘵 𝘯𝘰𝘸? → Metrics: What do we measure to stay on track? But the real challenge? Balancing speed, strategy, and stakeholder alignment. My top 5 frameworks to help you navigate a backlog: 🟢 𝗥𝗜𝗖𝗘 𝗦𝗰𝗼𝗿𝗶𝗻𝗴 Evaluate projects based on: ↳ Reach: How many users will it impact? ↳ Impact: What’s the effect on each user? ↳ Confidence: How sure are we about our estimates? ↳ Effort: How much time will it take? RICE score: (Reach × Impact × Confidence) / Effort 🟢 𝗪𝗦𝗝𝗙 (𝗪𝗲𝗶𝗴𝗵𝘁𝗲𝗱 𝗦𝗵𝗼𝗿𝘁𝗲𝘀𝘁 𝗝𝗼𝗯 𝗙𝗶𝗿𝘀𝘁) WSJF helps you build what’s most valuable—fast: ↳ Job Size: How big or complex is the work ↳ Cost of Delay = User-Business Value + Time Criticality + Risk Reduction / Opportunity Enablement WSJF Score = Cost of Delay ÷ Job Size 🟢 𝗠𝗼𝗦𝗖𝗼𝗪 𝗠𝗲𝘁𝗵𝗼𝗱 This method clarifies priorities and sets expectations: ↳ Must have: Essential features. ↳ Should have: Important but not critical. ↳ Could have: Nice to have. ↳ Won’t have: Not for this time. 🟢 𝗩𝗮𝗹𝘂𝗲 𝘃𝘀. 𝗖𝗼𝗺𝗽𝗹𝗲𝘅𝗶𝘁𝘆 𝗠𝗮𝘁𝗿𝗶𝘅 Plot your initiatives on a 2x2 grid: ↳ High Value, Low Complexity: Quick wins. ↳ High Value, High Complexity: Strategic projects. ↳ Low Value, Low Complexity: Fill-ins. ↳ Low Value, High Complexity: Time sinks. 🟢 𝗞𝗮𝗻𝗼 𝗠𝗼𝗱𝗲𝗹 Classify features based on customer satisfaction: ↳ Must-be: Basic expectations. ↳ Performance: More is better. ↳ Attractive: Delightful surprises. The best product teams don’t rely on a single technique. They blend methods based on goals, clarity, and team dynamics. Let’s stop guessing and start building smarter. 📌 𝗪𝗮𝗻𝘁 𝗮 𝗱𝗲𝘁𝗮𝗶𝗹𝗲𝗱 𝗯𝗿𝗲𝗮𝗸𝗱𝗼𝘄𝗻 𝗼𝗳 𝘁𝗵𝗲𝘀𝗲 𝗽𝗿𝗶𝗼𝗿𝗶𝘁𝗶𝘇𝗮𝘁𝗶𝗼𝗻 𝘁𝗲𝗰𝗵𝗻𝗶𝗾𝘂𝗲𝘀? Product Map dives deeper with clear examples and resources. Here is the link to the detailed guide on Prioritization 👇 https://lnkd.in/e2tQCiHp ♻️ Repost to share the value. 📩 Which technique works best for your team? Let’s discuss this in comments!

I've tried 100s of time management techniques.  This is by far my favourite: I used to work 80 hrs/week and call it "productive." When really I was: - Attending pointless meetings - Fighting countless small fires - Being involved in every decision Now I work less than 70% the time and get 4x as much done. The Eisenhower Matrix helped me get there.  It teaches you to categorise tasks by importance and urgency. Here's how it works: 1. Do It Now (Urgent + Important) Examples: - Finalise pitch deck before investor meeting tomorrow. - Fix website crash during peak customer traffic. - Respond to press interview request before deadline. Best Practices: - Attack these tasks first each morning with full focus. - Set a strict deadline so urgency fuels execution. 2. Schedule It (Important + Not Urgent) Examples: - Plan quarterly strategy session with leadership team. - Map long-term hiring plan for next 18 months. - Build a personal brand content system for LinkedIn. Best Practices: - Protect time blocks in advance. Never leave them floating. - Tie them to measurable outcomes, not vague intentions. 3. Delegate It (Urgent + Not Important) Examples: - Handle inbound customer service queries this week. - Organise travel logistics for upcoming conference. - Update CRM with latest sales call notes. Best Practices: - Build playbooks so your team executes without confusion. - Delegate with deadlines to avoid wasting time. 4. Eliminate It (Not Urgent + Not Important) Examples: - Tweak logo colour palette again for fun. - Attend generic networking events with no ICP fit. - Review endless “best productivity tools” articles. Best Practices: - Audit weekly. Cut anything that doesn’t compound long-term. - Replace low-value busywork with rest, thinking, or selling. If you are always reacting to what feels urgent,   You'll never focus on what matters. Attend to the tasks in quadrant 1 efficiently,  Then spend 60-70% of your time in quadrant 2.    That's work that actually builds your business. Which quadrant are you spending too much time in right now?  Drop your thoughts in the comments. My newsletter, Step By Step, breaks down more frameworks like this. It's designed to help you build smarter without burning out. 200k+ builders use it to develop better systems. Join them here:  https://lnkd.in/eUTCQTWb ♻️ Repost this to help other founders manage their time.  And follow Chris Donnelly for more on building and running businesses. 

As Product Managers it’s so easy to loose trust if features on the roadmap are not prioritised correctly. Here are 5 prioritization frameworks and when to actually use them: 1. RICE (Reach, Impact, Confidence, Effort) ✅ Use when: You have multiple ideas/features and want to prioritize based on expected impact. 📌 Best for: Growth experiments, new features, MVP ideas 💡Tip: Confidence % is often biased calibrate with data! 2. MoSCoW (Must have, Should have, Could have, Won’t have) ✅ Use when: You’re working with tight deadlines and multiple stakeholders. 📌 Best for: Sprint planning, product launches 💡Tip: Don’t let every stakeholder label everything as “Must have.” 3. Kano Model ✅ Use when: You want to balance delight with functionality. 📌 Best for: Customer-facing products 💡Tip: A feature that delights today might be expected tomorrow. 4. ICE (Impact, Confidence, Ease) ✅ Use when: You want a quicker version of RICE for fast decision-making. 📌 Best for: Rapid prototyping, early-stage prioritization 💡Tip: Use ICE when you don’t have a ton of data but still need to move. 5. Value vs. Effort Matrix ✅ Use when: You want to visualize trade-offs with stakeholders. 📌 Best for: Roadmap discussions, stakeholder alignment 💡Tip: Plot features on a 2×2: * Quick Wins (High value, low effort) * Strategic Bets (High value, high effort) * Time Wasters (Low value, high effort) * Fillers (Low value, low effort) So which one should you pick? Use RICE when you’re in a data-driven company. Use MoSCoW when time is tight and alignment is tough. Use ICE when you need speed > accuracy. Use Kano when delight matters. Use the Value/Effort Matrix when people keep asking, “Why this first?” 📌 Save this for your next prioritization war. 💬 Tried any of these at work? Drop your go-to framework in comments! #productmanager #job #PMjobs #learning #frameworks

Big picture to daily focus: A smarter way to prioritize. Prioritization can feel overwhelming—especially when you're juggling market strategies, portfolios, projects, and daily tasks. But what if there was a simple, clear method to align it all? Here’s the approach I use: 1️⃣ 𝗭𝗼𝗼𝗺 𝗢𝘂𝘁: Start with the market view. Use tools like the 𝗕𝗖𝗚 𝗠𝗮𝘁𝗿𝗶𝘅 to evaluate opportunities and prioritize at the strategic level. 2️⃣ 𝗭𝗼𝗼𝗺 𝗜𝗻: Shift to the project view. The 𝘐𝘮𝘱𝘢𝘤𝘵 𝘌𝘹𝘦𝘤𝘶𝘵𝘪𝘰𝘯 𝘔𝘢𝘵𝘳𝘪𝘹 bridges strategy to execution by helping you focus on tasks with the highest impact. 3️⃣ 𝗙𝗼𝗰𝘂𝘀 𝗗𝗮𝗶𝗹𝘆: Finally, organize your personal time with the 𝗘𝗶𝘀𝗲𝗻𝗵𝗼𝘄𝗲𝗿 𝗠𝗮𝘁𝗿𝗶𝘅 to ensure you work smart and avoid unnecessary distractions. To make it even easier, I’ve redesigned the matrices to follow a consistent high/low format. This alignment helps you read, understand, and act faster. Prioritization doesn’t have to be complicated. By zooming out, then zooming in, you can turn strategy into seamless execution. Note that I've used my 𝗜𝗺𝗽𝗮𝗰𝘁 𝗘𝘅𝗲𝗰𝘂𝘁𝗶𝗼𝗻 𝗠𝗮𝘁𝗿𝗶𝘅 at Microsoft to prioritize efforts as big as multi-million dollar ventures down to much smaller efforts.  By simply checking the impact on a scale of 1 to 10, and ability to execute on a scale of 1 to 10, as a team or individually, all will get revealed. What’s your go-to method for prioritizing? Let’s share tips below! #leadership #productivity

Evaluating LLMs is hard. Evaluating agents is even harder. This is one of the most common challenges I see when teams move from using LLMs in isolation to deploying agents that act over time, use tools, interact with APIs, and coordinate across roles. These systems make a series of decisions, not just a single prediction. As a result, success or failure depends on more than whether the final answer is correct. Despite this, many teams still rely on basic task success metrics or manual reviews. Some build internal evaluation dashboards, but most of these efforts are narrowly scoped and miss the bigger picture. Observability tools exist, but they are not enough on their own. Google’s ADK telemetry provides traces of tool use and reasoning chains. LangSmith gives structured logging for LangChain-based workflows. Frameworks like CrewAI, AutoGen, and OpenAgents expose role-specific actions and memory updates. These are helpful for debugging, but they do not tell you how well the agent performed across dimensions like coordination, learning, or adaptability. Two recent research directions offer much-needed structure. One proposes breaking down agent evaluation into behavioral components like plan quality, adaptability, and inter-agent coordination. Another argues for longitudinal tracking, focusing on how agents evolve over time, whether they drift or stabilize, and whether they generalize or forget. If you are evaluating agents today, here are the most important criteria to measure: • 𝗧𝗮𝘀𝗸 𝘀𝘂𝗰𝗰𝗲𝘀𝘀: Did the agent complete the task, and was the outcome verifiable? • 𝗣𝗹𝗮𝗻 𝗾𝘂𝗮𝗹𝗶𝘁𝘆: Was the initial strategy reasonable and efficient? • 𝗔𝗱𝗮𝗽𝘁𝗮𝘁𝗶𝗼𝗻: Did the agent handle tool failures, retry intelligently, or escalate when needed? • 𝗠𝗲𝗺𝗼𝗿𝘆 𝘂𝘀𝗮𝗴𝗲: Was memory referenced meaningfully, or ignored? • 𝗖𝗼𝗼𝗿𝗱𝗶𝗻𝗮𝘁𝗶𝗼𝗻 (𝗳𝗼𝗿 𝗺𝘂𝗹𝘁𝗶-𝗮𝗴𝗲𝗻𝘁 𝘀𝘆𝘀𝘁𝗲𝗺𝘀): Did agents delegate, share information, and avoid redundancy? • 𝗦𝘁𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝗼𝘃𝗲𝗿 𝘁𝗶𝗺𝗲: Did behavior remain consistent across runs or drift unpredictably? For adaptive agents or those in production, this becomes even more critical. Evaluation systems should be time-aware, tracking changes in behavior, error rates, and success patterns over time. Static accuracy alone will not explain why an agent performs well one day and fails the next. Structured evaluation is not just about dashboards. It is the foundation for improving agent design. Without clear signals, you cannot diagnose whether failure came from the LLM, the plan, the tool, or the orchestration logic. If your agents are planning, adapting, or coordinating across steps or roles, now is the time to move past simple correctness checks and build a robust, multi-dimensional evaluation framework. It is the only way to scale intelligent behavior with confidence.

Want to tackle the most impactful data projects? Use the RICE scoring model to sort them by priority! RICE stands for Reach, Impact, Confidence, and Effort. It’s a useful framework to prioritize tasks and projects effectively. 1. 𝗥𝗲𝗮𝗰𝗵: Estimate how many people your project will affect. For example, how many teams will make decisions based on my results?     2. 𝗜𝗺𝗽𝗮𝗰𝘁: Estimate the potential benefit. Will this project bring significant improvements or minor enhancements? Rate it on a scale e.g., 1 to 5.     3. 𝗖𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲: Assess how confident you are in your estimates. High confidence boosts the project’s score, while low confidence lowers it. Be honest about your uncertainties regarding data quality and model complexity (0.0 to 1.0).     4. 𝗘𝗳𝗳𝗼𝗿𝘁: Calculate the time and resources required to complete the project. Measure it in person-hours or team-days. Less effort means a higher score. C͟a͟l͟c͟u͟l͟a͟t͟i͟o͟n͟ 𝗥𝗜𝗖𝗘 𝗦𝗰𝗼𝗿𝗲 = (Reach × Impact × Confidence) / Effort E͟x͟a͟m͟p͟l͟e͟ You will reach 50 sales managers with your model and estimate an impact of 4 out 5 on their work. You're fairly certain about achieving your goal with a rate of 0.8. It will take you about 80 hours of work to build the model. 𝗥𝗜𝗖𝗘 𝗦𝗰𝗼𝗿𝗲 = (50 × 4 × 0.8) / 80 𝗥𝗜𝗖𝗘 𝗦𝗰𝗼𝗿𝗲 =  2 You can compare this score of 2 versus the other project scores and select the one with the highest value. Use the RICE model to sort and prioritize your data projects. It ensures you’re focusing on high-impact tasks that require reasonable effort and have solid confidence behind them. Regularly revisit and adjust your scores as new data or insights become available. This keeps your priorities aligned with changing business goals. By applying the RICE scoring model, you’ll increase the efficiency of your project management, ensuring you’re working on what truly matters. How do you currently prioritize your data projects? ---------------- ♻️ Share if you find this post useful ➕ Follow for more daily insights on how to grow your career in the data field #dataanalytics #datascience #rice #projectmanagement #prioritization

📌 How to do Prioritization as a Product Manager. Product Managers face a problem of plenty. You have so many things to do, many problems, many solutions, and many suggestions, but are always limited by time, bandwidth, and resources. Now you need to obsessively prioritize and filter ideas before you put them in the roadmap. But how do you prioritize? The simplest yet most powerful framework that most PMs rely on is the Impact v/s Effort Framework. The impact is determined by: - Potential revenue estimate, - Customer value, - Alignment with company goals, - Demand from the market, or - Any other relevant metrics that align with product goals. Impact estimation is mostly the responsibility of the product manager. The effort is determined by: - Development complexity, - Engineering efforts, - The time required & cost, - Operations complexity, etc. Effort estimation is mostly done by the delivery teams like engineers, design, ops, etc. This is a collaborative exercise. The next step is to visualize this through an impact v/s effort matrix. Provided that the estimations are done correctly, the low efforts & high impact items are picked at the earliest, & other things are prioritized in a logical order. 📌 3 Tips to take your prioritization game to the next level: 1. Consider tradeoffs at every step: Some high efforts ideas could be of high strategic importance, similarly some low-impact ideas could be critical for customer experience. Understand the situation from all angles. 2. Look out for red flags: All ideas look high impact, or the backlog is completely filled with low effort low impact ideas. This indicates either the PM is not competent at impact estimation or is not considering enough ideas during product discovery before deciding on the best one. 3. Validate high-effort ideas by first converting them into low efforts experiments. For example: Rather than converting your whole website into all Indian languages, try to convert the most popular pages into 3 popular languages, observe the results and then decide to roll back or go all in. 📌 Other frameworks for prioritization: There will be times when you'll need more detailed frameworks to prioritize, some of the other helpful frameworks are: 1. KANO: Puts customer satisfaction at the center and distinguishes between basic expectations, performance attributes, and delighters. 2. MOSCOW: categorizes requirements into four priority levels: Must have, Should have, Could have, and Won't have. 3. RICE: adds to more dimensions of Reach and Confidence to make Impact v/s Effort more reliable and exhaustive. ✨ Prioritization is a supercritical and useful skill for product managers, during their work, stakeholder management, and also during interviews. Do you think this would be helpful for you? I share helpful insights for product managers almost every day, consider connecting here 👉🏽 Ankit Shukla to not miss out. #productmanagement #prioritization

Stop adding more SEO tasks. Start doing the right ones in order. Most businesses are spreading effort across too many small moves: - content without a plan - keywords without intent - tech fixes without priorities - landing pages without clarity - backlinks without credibility And then they wonder why nothing moves. Here’s the strategy I use (for both service + product businesses): Step 1: Identify your core money-makers Not everything you offer matters equally. Pick your top 3–5 services/products based on: ➜ profit ➜ demand ➜ how easy it is to deliver ➜ what you want more of Step 2: Build a “money path” on your website For each core offer, make sure you have: ☑ a clear service page (or collection/category page for products) ☑ internal links pointing to it (homepage, menu, related pages) ☑ a strong CTA (what happens next?) If the page is hard to find, it’s hard to rank… and hard to convert. Step 3: Upgrade before you create Before you publish more content, upgrade your key pages: ➜ clearer headline (who it’s for + outcome) ➜ answer buying questions (price, process, timeline, fit) ➜ proof (reviews, results, examples) ➜ comparisons (A vs B, “best for…”) where it makes sense ➜ FAQs (the stuff people ask in DMs) Step 4: Earn trust signals This is the “unsexy” part people skip: ➜ get a few real mentions/backlinks from real websites ➜ not random directories ➜ not spammy low quality guest posts ➜ just credibility that makes Google (and AI assistants) take you seriously If you’re overwhelmed, here’s the truth: SEO gets easier when you stop trying to do everything at once. Prioritise your money-makers. Make them undeniable. Then scale. What are your top 3 money-making services/products for 2026?

𝐉𝐮𝐠𝐠𝐥𝐢𝐧𝐠 𝟒 𝐏𝐫𝐨𝐣𝐞𝐜𝐭𝐬 𝐚𝐭 𝐎𝐧𝐜𝐞? 𝐇𝐞𝐫𝐞’𝐬 𝐖𝐡𝐚𝐭 𝐈 𝐋𝐞𝐚𝐫𝐧𝐞𝐝.🎭 One month, I found myself handling 4 projects at the same time. Different deadlines. Different team members. Different expectations. At first, I thought: “I got this!” By Week 2, I was overwhelmed. 💬 Teams notifications piling up 📧 Emails left unread 📝 Deadlines creeping closer It was chaos. But here’s what I learned that helped me not just survive—but actually deliver all four projects successfully. 🔹 𝟭. 𝗡𝗼𝘁 𝗘𝘃𝗲𝗿𝘆 𝗧𝗮𝘀𝗸 𝗗𝗲𝘀𝗲𝗿𝘃𝗲𝘀 𝘁𝗵𝗲 𝗦𝗮𝗺𝗲 𝗘𝗻𝗲𝗿𝗴𝘆 I used to treat all tasks equally—huge mistake. Instead, I started prioritizing like a CEO: Impact vs. Urgency → What moves the needle the most? Tasks I can delegate vs. Tasks I MUST own 🔹 𝟮. 𝗦𝘁𝗼𝗽 𝗢𝘃𝗲𝗿𝗰𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗻𝗴. 𝗦𝘁𝗮𝗿𝘁 𝗦𝗺𝗮𝗿𝘁 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗻𝗴 Handling different teams meant tons of calls, updates, and meetings. Solution? I grouped discussions into structured updates instead of responding to every little thing. Weekly syncs → Big picture Asynchronous updates → For non-urgent matters 🔹 𝟯. 𝗧𝗶𝗺𝗲-𝗕𝗹𝗼𝗰𝗸𝗶𝗻𝗴 𝗖𝗵𝗮𝗻𝗴𝗲𝗱 𝘁𝗵𝗲 𝗚𝗮𝗺𝗲 I used to jump between projects all day. It was exhausting. Then, I started: ⏳ Morning = Deep work on Project A ⏳ Afternoon = Meetings + Project B ⏳ Evening = Reviewing & planning for tomorrow This stopped my brain from context-switching every 10 minutes. 🔹 𝟰. 𝗬𝗼𝘂𝗿 𝗖𝗮𝗹𝗲𝗻𝗱𝗮𝗿 𝗦𝗵𝗼𝘂𝗹𝗱 𝗦𝗰𝗮𝗿𝗲 𝗬𝗼𝘂 𝗮 𝗟𝗶𝘁𝘁𝗹𝗲 (𝗕𝘂𝘁 𝗡𝗼𝘁 𝗧𝗼𝗼 𝗠𝘂𝗰𝗵) I learned the power of scheduling everything. Even my ‘thinking time.’ Because if you don’t control your calendar, your calendar will control you. 📌 Lesson? Multitasking isn’t the flex. Managing your time is. You can’t give 100% to everything—but you can be 100% present in what you’re doing right now. Ever been in a situation like this? How do YOU manage multiple projects without losing your mind? Drop your best tips below! 👇 #TimeManagement #Productivity #CareerGrowth

Stop sending endless SEO audits. They're not being read. Businesses don't care about lengthy, 30-page technical reports. ↳ They care about rankings ↳ They care about traffic ↳ They care about revenue ↳ They care about leads And what ends up happening? A massive document filled with jargon is just gathering dust. Instead, focus on the real issues. ✔️ Identify what's critical ✔️ Highlight what can wait ✔️ Suggest quick wins Turn your analysis into actionable steps. Make clarity your goal, not complexity. Show your clients you are not merely auditing their site, you're proactively solving their problems. Remember this: Don't go overboard fixing everything for free. There is a fine line between being helpful and overextending yourself. I once took a 50-page SEO audit and condensed it into a single page of clear, actionable insights. The outcome? The client actually took action. They started implementing the changes right away. Now, they send me ongoing SEO campaigns because they see my commitment to impact over busy work. In SEO, delivering real value always triumphs over delivering fluff. Are you making the same mistake in your audits?