Timeframe Estimation Techniques

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Summary

Timeframe estimation techniques are methods used to predict how long tasks or projects will take, helping teams plan, manage risks, and set realistic expectations. These techniques range from expert input and historical data to structured approaches that account for uncertainties and collaboration.

  • Break it down: Divide complex projects into smaller tasks and estimate each part separately to improve accuracy and visibility.
  • Include a buffer: Always add extra time for unexpected challenges so deadlines remain achievable even when things don’t go as planned.
  • Choose your method: Select estimation approaches that fit your project’s complexity, available data, and need for collaboration, such as three-point estimation or planning poker.
Summarized by AI based on LinkedIn member posts
  • View profile for Vitaly Friedman
    Vitaly Friedman Vitaly Friedman is an Influencer

    Practical insights for better UX • Running “Measure UX” and “Design Patterns For AI” • Founder of SmashingMag • Speaker • Loves writing, checklists and running workshops on UX. 🍣

    226,040 followers

    ⏰ How To Improve Your Time Estimates (https://lnkd.in/egWd45RF), an honest article of lessons learned from going massively over on a fixed-price contract — with action points on what our estimates typically miss, how to estimate better and how to be prepared when things go sideways. By Dave Stewart. ✅ “Planned work” may be as little as 20% of the total project effort. ✅ “Extra work” increases proportionally to the complexity of the work. ✅ Account for changes (20%) and unexpected slowdowns (15%). ✅ Access to data, docs, tools, people is a huge estimate trap. ✅ Run postmortems on past projects to anchor yourself to reality. ✅ Estimate with at most 6–6.5 productive hours per day. ✅ Always estimate in ranges, and never in precise numbers. ✅ Safe way to estimate better is to estimate smaller units of work. ✅ Always add at least 15–20% of buffer time: you will need them. ✅ Every new team member speeds up the work by 1.5–1.8×. 🚫 Troubles start when designers aren’t involved in estimates. 🚫 Stakeholders rarely know what causes delays and extra costs. ✅ Re-iterate that late changes are expensive and cause delays. ✅ Life is full of surprises: budget too much, not too little. ✅ When in trouble, raise a hand, rather than doubling down. As Dave has rightfully noted, much of the work we do is actually happening “around the work” — on the fringes of the project, before, between and beyond actual design work. It covers everything, from daily routine tasks (emails, meetings, reports) to complex dependencies, unknowns and legacy limitations. In the past, I was always trying to underpromise and overdeliver. I was thinking that ultimately that would put me in a good light — appearing as accountable, reliable and committed to quality work, despite the initial scope. Yet it has also resulted in poor estimates, delays, late night work and overlapping projects. So instead, I started dedicating time into drafting a very detailed scope of work to estimate better. Typically it includes: 1. That’s how we understood the problem, 2. That’s what we believe the solution requires, 3. That’s the breakdown of tasks we’ll do, 4. That’s the assumptions we make, 5. That’s dependencies we uncovered, 6. That’s data, docs, tools, people need to be involved, 7. That’s how we are planning to solve it, 8. That’s when stakeholder’s (timely) input will be needed, 9. That’s milestones and timelines we commit to, 10. That’s the fixed scope of our final delivery, 11. That’s the delivery date we commit to, 12. That’s how pricing and payment will work, 13 That’s how we’ll deal with late adjustments and scope changes. And most importantly: for every step of the process — in emails, calls, meetings — make sure to mention that late scope changes are very expensive and will eventually cause delays. So ask for the best channels and frequency for communication with stakeholders. Chances are high that you will need it. #ux #design

  • View profile for Muhammad Irfan, PgMP, PMI-SP, PMP, PMI-RMP, LEED GA

    Planning & Project Controls Manager l EPC Planning, Scheduling & Execution l Monitoring & Controls l Primavera P6 PPM & EPPM l Power BI l Resource & Cost Optimization l Contracts & Claims l Reports & Presentations

    9,166 followers

    How do we calculate the Duration of Activities at Construction Projects ?? (Refreshing basic knowledge for those concerned) Building a construction project is like traversing a complex map – accurate timing is crucial at every step. Knowing how long each activity takes keeps your project on track, budget in hand, and avoids frustrating delays. But how do you predict these durations? Here's a toolbox of powerful methods. 1. Expert Judgment: Tap the wisdom of experience! Seasoned professionals familiar with similar projects or specific tasks can offer invaluable insights. This method is quick and flexible, but individual biases or limited knowledge can affect accuracy. 2. Analogous Estimating: Learn from history! Analyze completed projects with similar tasks and adjust for differences in size or complexity. It's fast and efficient, but relies on finding truly comparable projects. 3. Parametric Estimating: Embrace the equation! This method uses established formulas based on specific activity elements, like square footage for painting or cubic meters for excavation. It's highly accurate for standardized tasks but less flexible for unique elements. 4. Three-Point Estimating: Embrace uncertainty! This method uses three estimates – optimistic, most likely, and pessimistic – for each activity, accounting for potential risks and variations. It offers a realistic range of possibilities, but requires careful estimation expertise. 5. Bottom-Up Estimating: Break it down! This method dissects complex activities into smaller, well-defined tasks. Each task gets its own duration estimate, then they're combined to form the whole activity's duration. It's detailed and meticulous, but can be time-consuming for intricate tasks. 6. Quantity-Based Estimating: Measure it out! This method links activity duration directly to the amount of work involved, like man-hours per unit of concrete poured. It's straightforward and efficient, but may overlook complex logistical factors or require detailed unit rates. 7. By Simulation (PERT): Embrace the random! Monte Carlo analysis, a form of PERT, introduces statistical randomness to activity durations. It runs numerous project scenarios, generating a range of possible completion times and their probabilities. It's powerful for complex projects with significant uncertainties, but requires specialized software and expertise. Remember, the ideal method depends on your project's needs. Consider factors like complexity, data availability, budget constraints, and desired level of accuracy. Mix and match, adapt, or use expert advice – find the perfect blend for your construction masterpiece.

  • View profile for Vikas Harale

    Scrum Master | 10+ Years Overall Experience | 5+ Years in Agile Leadership | NBFC, Fintech & Capital Markets | Servant Leader | Driving Scrum Adoption, Team Empowerment & Delivery Excellence

    6,916 followers

    In Agile, we don’t estimate to predict the future perfectly—we estimate to create shared understanding, reduce uncertainty, and enable smarter planning. As a Scrum Master, I often coach teams on estimation techniques not just to assign numbers, but to facilitate conversation and build team alignment. 🔍 Here are 5 estimation techniques I encourage teams to try, depending on context: 🔢 1. Planning Poker (Fibonacci Series-Based) Each team member uses cards based on the Fibonacci sequence (0, 1, 2, 3, 5, 8, 13, 21...) to estimate story points. ✅ Why Fibonacci? Because effort doesn’t scale linearly. As complexity grows, so does uncertainty—Fibonacci naturally accounts for that. 🔥 Outcome: Rich discussions, exposed assumptions, better clarity. 👕 2. T-Shirt Sizing Items are sized as XS, S, M, L, XL. ✅ Perfect for high-level planning or when story details are limited. 🎯 Useful in roadmap estimation or MVP scope discussions. 🪣 3. Bucket System Items are sorted quickly into predefined “buckets” (e.g., 1, 2, 3, 5, 8, etc.) collaboratively. ✅ Great for estimating a large backlog fast. 🤝 4. Affinity Estimation Team members organise stories in relative order of complexity, then assign story points. ✅ Promotes collaboration without over-analysis. 🎯 5. Dot Voting (Not for sizing) Helps prioritise which stories to estimate first when time is limited or the backlog is large. 💬 As a Scrum Master, I recommend ✔ Use Fibonacci for structured complexity scaling ✔ Don’t aim for perfection—focus on alignment & learning ✔ Switch techniques based on team maturity & backlog health ✔ Keep it fun, focused, and inclusive!

  • View profile for Sanjana S Reddy

    Principal Product Manager at Herbalife | Ex-EY

    2,713 followers

    Estimating Project Timelines as a Product Manager: Art or Science? One of the trickiest parts of being a Product Manager is answering that question: "When will this be done?" Sound familiar? If you’ve been in the room when stakeholders eagerly await your timeline, you know the pressure of getting it right. But estimating timelines isn’t just about guessing or over-promising—it’s about balancing precision, collaboration, and transparency. After 5+ years of leading cross-functional teams in financial services, e-commerce, and tech, here are the 5 proven methods I’ve relied on to confidently estimate timelines—and get buy-in: 1️⃣ Break It Down with User Stories: Big tasks are scary; small tasks are manageable. Work with your team to break down epics into bite-sized user stories. Use techniques like planning poker to encourage discussion and uncover hidden complexities. 2️⃣ Leverage Historical Data: Past projects are a goldmine! Analyze velocity, cycle times, and bottlenecks from previous sprints. If a similar feature took 3 sprints before, that’s your baseline. 3️⃣ Collaborate on Assumptions: Estimations shouldn’t happen in isolation. Include engineers, designers, and stakeholders early. The more perspectives, the more accurate your estimate. 4️⃣ Account for the Unknowns: Spoiler: Things WILL go wrong. Build in buffers for unexpected challenges like scope creep, bugs, or external dependencies. A 10-20% buffer can save your sanity. 5️⃣ Communicate Constantly: No estimate is perfect. Keep stakeholders updated on progress, roadblocks, and changes. It’s better to over-communicate than to let surprises derail expectations. 💡 Engage with me! What’s your go-to method for project timeline estimation? Do you swear by historical data or prefer gut instincts? Let’s crowdsource some brilliance in the comments! 👇 Drop your best tips, and let’s start a conversation. And if this resonated, give it a like or share it with a fellow PM who’s wrestling with timelines! Let’s make estimating timelines less of a guessing game and more of a superpower. 🚀 #ProductManagement #Agile #Leadership #ProjectTimelines #Collaboration #ProductManagement #AgileMethodology #ProjectManagement #PMTips #Leadership #TimeManagement #EstimatingTimelines #AgilePM #TechLeadership #ProjectEstimation #Scrum #ProductDevelopment #PM #DigitalTransformation #ProductStrategy

  • View profile for Leilani Batty, PMI-ACP, PMP, SA

    AI & Digital Transformation Strategist | Technology Leader

    2,080 followers

    Whether you're estimating time, cost, or resources, the method you use can make a significant difference. A simple and effective estimation technique that I often rely on is the 3-point estimation technique. This method is used to estimate the duration or cost of a project task by considering three different estimates: Optimistic Estimate (O): Ideal scenario Pessimistic Estimate (P): Worst-case scenario Most Likely Estimate (M): Realistic scenario These three estimates are then used to calculate a weighted average, providing a more realistic and balanced estimate: Expected Estimate = (O+4M+P)/6 Why Use 3-Point Estimation? 1. It provides a more accurate estimate compared to single-point estimates, which can often be overly optimistic or pessimistic. 2. By accounting for the best-case and worst-case scenarios, project managers can better prepare for uncertainties. 3. It enables project managers to plan more realistically by incorporating potential variability into the estimates, leading to more achievable project timelines and budgets. Suppose a team is tasked with developing a new feature for a product. After discussion, the team comes up with the following estimates: Optimistic (O): 3 days Most Likely (M): 5 days Pessimistic (P): 9 days Using the 3-point estimation formula: E = (3+4(5)+9)/6 The expected duration for the task is approximately 5.33 days. This technique is particularly useful in projects with a high degree of uncertainty or where historical data is limited. Give it a try! Found this insightful? Give this a thumbs up and follow me as I share my insights around digital transformation, product development and being an AI Power User. 😎 

  • View profile for Andy Werdin

    Business Analytics & Tooling Lead | Data Products (Forecasting, Simulation, Reporting, KPI Frameworks) | Team Lead | Python/SQL | Applied AI (GenAI, Agents)

    33,566 followers

    Estimating time and effort for data projects doesn't have to be a shot in the dark. Here’s how you can nail it: 1. 𝗕𝗿𝗲𝗮𝗸 𝗜𝘁 𝗗𝗼𝘄𝗻: Start by breaking your project into smaller tasks. The more detailed your breakdown, the easier it is to estimate accurately.     2. 𝗛𝗶𝘀𝘁𝗼𝗿𝗶𝗰𝗮𝗹 𝗗𝗮𝘁𝗮: Look back at similar projects. How long did those take? Use past experiences as a benchmark to forecast future timelines.     3. 𝗖𝗼𝗻𝘀𝘂𝗹𝘁 𝘁𝗵𝗲 𝗧𝗲𝗮𝗺: Involve your team when planning. They bring different perspectives and expertise that can highlight tasks you might miss and provide realistic time estimates.     4. 𝗕𝘂𝗳𝗳𝗲𝗿 𝗧𝗶𝗺𝗲: Always add a buffer. Unexpected issues will arise as they always do! Factor in extra time for these unforeseen challenges. A buffer of 10-20% is a good assumption to be on the save side without bloating the project artificialy.     5. 𝗥𝗲𝘃𝗶𝗲𝘄 𝗮𝗻𝗱 𝗔𝗱𝗷𝘂𝘀𝘁: Estimates are not set in stone. Regularly review progress and adjust your timelines as needed. Don't forget to cummunicate any changes to your stakeholders.     6. 𝗨𝘀𝗲 𝗧𝗼𝗼𝗹𝘀: Leverage project management tools to track progress and stay on top of deadlines. You could use tools like Jira, Trello, or Asana. 𝗜𝗻 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲 Imagine you’re tasked with developing a dashboard for sales performance. Start by breaking down tasks into requirements engineering, data extraction, cleaning, analysis, visualization, and stakeholder feedback. Leverage historical data from similar projects, involve your team in discussions, and use estimation techniques to refine your timeline. Don’t forget to add contingencies for data anomalies or last-minute changes. By following these steps you’ll be setting realistic timelines and hitting your targets with confidence. What techniques do you use to estimate time and effort for 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 #projectmanagement #timemanagement #careergrowth

  • View profile for Kamaalpreet Sudan PfMP®, PMO-CP®, PgMP®, PMP®, PMI-ACP®

    Senior Program Leader | PMP & PgMP Expert | Data Analytics Coach | Driving Career Growth & Empowering Women to Lead

    3,910 followers

    𝙈𝙖𝙨𝙩𝙚𝙧 𝘼𝙜𝙞𝙡𝙚 𝙀𝙨𝙩𝙞𝙢𝙖𝙩𝙞𝙤𝙣 𝙬𝙞𝙩𝙝 𝙏𝙝𝙚𝙨𝙚 𝙋𝙧𝙤𝙫𝙚𝙣 𝙏𝙚𝙘𝙝𝙣𝙞𝙦𝙪𝙚𝙨 Estimating work in Agile isn’t just about numbers—it’s about building trust, alignment, and realistic plans. Whether you’re planning a sprint or tackling a backlog, these 5 estimation techniques will help you lead your team to success: 1️⃣ 𝗣𝗹𝗮𝗻𝗻𝗶𝗻𝗴 𝗣𝗼𝗸𝗲𝗿 • Team members use cards to estimate tasks, then discuss discrepancies. • Why it works: Encourages collaboration and uncovers hidden complexities. 2️⃣ 𝗔𝗳𝗳𝗶𝗻𝗶𝘁𝘆 𝗠𝗮𝗽𝗽𝗶𝗻𝗴 • Group tasks into categories based on size and complexity by comparing them. • Why it works: Ensures shared understanding and fosters collaboration. 3️⃣ 𝗧-𝗦𝗵𝗶𝗿𝘁 𝗦𝗶𝘇𝗶𝗻𝗴 • Categorize tasks as XS, S, M, L, or XL based on their size and complexity. • Why it works: Simple and intuitive, perfect for high-level planning. 4️⃣ 𝗗𝗼𝘁 𝗩𝗼𝘁𝗶𝗻𝗴 • Each team member votes on tasks they feel are most complex. Tasks with more votes get higher estimates. • Why it works: Quickly resolves disagreements and includes everyone’s perspective. 5️⃣ 𝗙𝗶𝗯𝗼𝗻𝗮𝗰𝗰𝗶 𝗦𝗲𝗾𝘂𝗲𝗻𝗰𝗲 (𝗦𝘁𝗼𝗿𝘆 𝗣𝗼𝗶𝗻𝘁𝘀) • Use 1, 2, 3, 5, 8… to assign story points, with higher numbers reflecting greater uncertainty. • Why it works: Captures effort, complexity, and risk effectively. 💡 Pro Tip: The goal isn’t perfect estimates—it’s about understanding the scope, building consensus, and delivering value. 📢 What’s your favorite estimation technique? Or do you use a mix of these? Share your thoughts or challenges below, and let’s make Agile estimation smarter, together! #AgileEstimation #Scrum #ProjectManagement #Teamwork #AgileProjectManagement

  • View profile for Dr. Minal Chaudhry (Meinal)

    Venerated Healthcare Radiology Leader | Co-convenor CII- Healthcare Delhi Chapter | Empowering Leaders to Reshape Possibilities | Catalyst for Ascension | TEDx Speaker | Entrepreneur | IIM alumni | ISB alumni.

    38,056 followers

    𝐄𝐯𝐞𝐫𝐲𝐭𝐡𝐢𝐧𝐠 𝐓𝐚𝐤𝐞𝐬 𝐋𝐨𝐧𝐠𝐞𝐫 𝐓𝐡𝐚𝐧 𝐖𝐞 𝐓𝐡𝐢𝐧𝐤 We've all been there: promising to finish a project by Friday, only to find ourselves scrambling on Sunday night. Why does this happen so often? Welcome to the world of the "𝐏𝐥𝐚𝐧𝐧𝐢𝐧𝐠 𝐅𝐚𝐥𝐥𝐚𝐜𝐲" - 𝐨𝐮𝐫 𝐭𝐞𝐧𝐝𝐞𝐧𝐜𝐲 𝐭𝐨 𝐮𝐧𝐝𝐞𝐫𝐞𝐬𝐭𝐢𝐦𝐚𝐭𝐞 𝐡𝐨𝐰 𝐥𝐨𝐧𝐠 𝐭𝐚𝐬𝐤𝐬 𝐰𝐢𝐥𝐥 𝐭𝐚𝐤𝐞, 𝐞𝐯𝐞𝐧 𝐰𝐡𝐞𝐧 𝐰𝐞 𝐤𝐧𝐨𝐰 𝐛𝐞𝐭𝐭𝐞𝐫. Coined by psychologists 𝐃𝐚𝐧𝐢𝐞𝐥 𝐊𝐚𝐡𝐧𝐞𝐦𝐚𝐧 𝐚𝐧𝐝 𝐀𝐦𝐨𝐬 𝐓𝐯𝐞𝐫𝐬𝐤𝐲 𝐢𝐧 𝟏𝟗𝟕𝟗, the planning fallacy describes our tendency to: ➟ Underestimate task completion times ➟ Overlook potential obstacles ➟ Be overly optimistic about our abilities The reason why we fall for It: 𝐎𝐩𝐭𝐢𝐦𝐢𝐬𝐦 𝐁𝐢𝐚𝐬: We naturally lean towards positive outcomes. 𝐎𝐯𝐞𝐫𝐜𝐨𝐧𝐟𝐢𝐝𝐞𝐧𝐜𝐞: We overestimate our skills and speed. 𝐍𝐞𝐠𝐥𝐞𝐜𝐭𝐢𝐧𝐠 𝐏𝐚𝐬𝐭 𝐄𝐱𝐩𝐞𝐫𝐢𝐞𝐧𝐜𝐞𝐬: We don't learn from previous delays. 𝐅𝐨𝐜𝐮𝐬𝐢𝐧𝐠 𝐨𝐧 𝐁𝐞𝐬𝐭-𝐂𝐚𝐬𝐞 𝐒𝐜𝐞𝐧𝐚𝐫𝐢𝐨𝐬: We ignore potential setbacks. 𝐅𝐚𝐢𝐥𝐢𝐧𝐠 𝐭𝐨 𝐁𝐫𝐞𝐚𝐤 𝐃𝐨𝐰𝐧 𝐓𝐚𝐬𝐤𝐬: We oversimplify complex projects. 𝐒𝐨 𝐭𝐡𝐞 𝐫𝐞𝐚𝐥 𝐪𝐮𝐞𝐬𝐭𝐢𝐨𝐧 𝐢𝐬, 𝐡𝐨𝐰 𝐢𝐭 𝐚𝐟𝐟𝐞𝐜𝐭𝐬 𝐨𝐮𝐫 𝐥𝐢𝐯𝐞𝐬: It can affect our work, personal projects, education, relationships, and finances. 𝐒𝐭𝐫𝐚𝐭𝐞𝐠𝐢𝐞𝐬 𝐭𝐨 𝐎𝐯𝐞𝐫𝐜𝐨𝐦𝐞 𝐭𝐡𝐞 𝐏𝐥𝐚𝐧𝐧𝐢𝐧𝐠 𝐅𝐚𝐥𝐥𝐚𝐜𝐲: ✅ Track Your Time: Monitor how long tasks actually take. ✅ Add Buffer Time: Increase your time estimate by 25-50%. ✅ Practice Mindfulness: Stay present and avoid distractions. ✅ Use the "Outside View": Ask others for their time estimates. ✅ Set Interim Deadlines: Create milestones to track progress. ✅ Consider Worst-Case Scenarios: Plan for potential obstacles. ✅ Use the Pomodoro Technique: Work in focused, timed intervals. ✅ Break Down Tasks: Divide projects into smaller, manageable steps. ✅ Use Historical Data: Look at how long similar tasks took in the past. And when we follow these strategies and do realistic planning Then we can save ourselves from ↳ Less last-minute panic ↳ More time for refinement ↳ Meet commitments consistently ↳ Accomplish more in the long run ↳ Build trust in your abilities We need to remember this: Understanding the planning fallacy doesn't mean becoming pessimistic. It's about embracing reality and setting yourself up for success. By acknowledging that things often take longer than we think, we can: Create more achievable goals ↳ Celebrate progress, not just outcomes ↳ Develop patience and resilience ↳ Enjoy the journey, not just the destination See, Time is our most precious resource. By planning realistically, we can make the most of it and live more fulfilling lives. #PlanningFallacy #drminalchaudhry #drmeinalchaudhry #aakashhealthcare  LinkedIn News India —--------- For additional valuable content, follow me, Dr. Minal Chaudhry (Meinal). Remember to 𝐜𝐥𝐢𝐜𝐤 𝐭𝐡𝐞 🔔 𝐢𝐜𝐨𝐧 to get notified about my upcoming posts.

  • View profile for Mohamed LAMLOUM

    Product Owner & Chef de projet IT | J’aide les DSI à transformer leurs SI stratégiques en résultats mesurables | 10 ans+ · Freelance

    4,219 followers

    🌟 PMP Training – Session 7: Hybrid Project Management, Tailoring, and Estimating Techniques 1️⃣ Hybrid Project Management ✅ 5 Types of Hybrid Approaches: ✔️ Adaptive to Predictive: Starting with agility and transitioning to a predictive model. ✔️ Predictive to Adaptive: Shifting from a predictive framework to a more flexible, iterative one. ✔️ Simultaneous Approaches: Using agile and predictive approaches side by side for different project elements. ✔️ Agile with Predictive Components: Combining agile methodology with necessary predictive elements for control. ✔️ Fully Agile with Predictive Elements: A fully agile project that incorporates certain predictive aspects to manage critical paths or budgets. ❇️ Key Comparison: Development approaches (predictive, adaptive, iterative, incremental, and agile) differ in how they manage requirements, activities, delivery goals, and use cases. 2️⃣ Tailoring in Project Management ✅ Tailoring Approach: The process begins by selecting an appropriate development model, then adjusts to fit organizational processes and project needs. ✅ Ongoing Process: Tailoring doesn’t stop at the planning phase; it continues throughout the project lifecycle to ensure optimal alignment with project goals. 3️⃣ Techniques for Collecting Requirements ✅ Methods Discussed: ✔️ Expert Judgment ✔️ Brainstorming ✔️ Affinity Diagrams ✔️ Focus Groups ❇️ Prioritization Tools: Nominal Group Technique and Voting Methods help categorize and prioritize requirements effectively, ensuring clear project objectives. 4️⃣ Estimating Techniques ✅ Estimating Methods: ✔️ Analogous Estimating: Using historical data for quick estimates. ✔️ Bottom-Up Estimating: Detailed, granular estimates based on individual project components. ✔️ Three-Point Estimating: Accounting for uncertainty by considering best, worst, and most likely scenarios. ❇️ Balancing Act: Project managers must balance customer expectations for timely delivery with the need for accurate and realistic estimates. ✴️ Practice Questions and Application ❇️ Real-World Scenarios: The session involved practical exercises on hybrid project management and estimation techniques. ❇️ Engagement: Participants applied their knowledge of hybrid approaches to effectively solve problems and refine their skills in real-time project scenarios. 👏 A big thank you to Ahmed Ben Hamouda, PMP®, SCT®, SAFe® for delivering another insightful and impactful session!

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