Benefits of Process Optimization

Have you ever tried to 'optimize' a machining operation based on 'machinability' data? How useful were these generic 'feeds and speeds'? One of the first lessons I learned as a young machinability consultant and engineer at TechSolve in Cinncinati OH was that optimal process paramters (tool material, geometry, coating, feeds, speeds, coolant, etc.) depend strongly on the specifics of a given operation, including workpiece material, geometry, and the cost structure of the specific job. Most importantly, I also quickly learned that the primary purpose of a machining process is to generate reliable and maximal profit. Therefore, an optimum process is one that is as robust and repeatable as possible, providing 'in spec' parts at the maximum profitability and throughput. The goal of machinability studies should be to generate necessary relationships and data, most importantly progressive tool-wear as a function of cutting time and the impact of tool-wear and feeds/speeds on product quality (dimensions, surface integrity, etc.). We need this information and its variability to model wear progression and the onset of unacceptable workpiece quality for data-driven process optimization. When optimizing, we are not simply trying to maximize metal removal rate and push tool-life to its maximum extent, but our optimization has to be constrained by the statistical variability of tool-wear and associated workpiece quality. While machinability standards such as ISO 8688-2:1989 or controlled/locked aerospace procedures suggest arbitrary end of tool-life criteria such as 0.3 mm maximum flank wear (~0.012"), the end-of-life criterion should always be intelligently defined based on workpiece quality; It does not matter that the tool can keep on cutting when we cannot sell the resulting workpiece and thus generate a profit. I have found that experienced machinists and engineers inherently know this and will consequently limit tool-life to relatively low values to avoid scrapping the workpiece. This practice makes a lot of sense, especially when detailed tool-wear and associated workpiece quality data are not available. Nevertheless, the benefits of even basic tool-wear analysis and quality-constrained process paramter optimization can be substantial. With relatively limited effort, profitability and throughput can often be improved anywhere from 20% for well estbalished (reasoanbly pre-optimized) processes and I have personally helped implement improvements as high as 20x greater process performance in particularly difficult-to-machine alloys and complex operations. The ROI for data-driven optimization depends on the cost metrics of each operation, but can be quite substantial in many cases. I personally feel that we should teach this advanced approach more broadly, particularly to experienced machinists and engineers, as well as the next generation of young professionals entering the field. Figure credit: https://lnkd.in/e5qQrtYM

Every company says they want scale. Few actually design for it. They buy more tech, hire more people, and still hit the same walls. I get it, people think more volume equals scale. But how about if we think of an approach where we focus on doing what matters? Not more Volume but more Focus, Faster. Cleaner. Repeatable processes. That’s process optimization. Yes, it is not glamorous. But I believe it’s the hidden multiplier behind every high-performing GTM team. Ops leaders who get this right don’t chase tools. They build systems that: → Remove redundant steps. → Automate what’s predictable. → Clarify ownership so work stops bouncing around. → Shrink GTM timelines from weeks to days. Every time you shave friction from a workflow, you buy back time for strategy. And that’s how Ops proves value, not by volume, but by velocity. Process optimization is a true operational leverage for your GTM strategy. And the teams that figure that out rarely hit the same wall twice. #MarketingOps #ProcessDesign #OperationalExcellence #GTM

The Most Successful Companies Don’t Just Fix Problems They Improve Processes Before Problems Arise. In every industry; whether it’s, tech, services, or manufacturing, processes are the backbone of performance. But here’s the challenge: Markets shift. Customer expectations evolve. Teams change. And the process that worked yesterday may silently become today’s bottleneck. The difference I’ve seen between companies that stall and companies that thrive is simple: Thriving companies embed process improvement into their daily operations, not as a project, but as a mindset. And when they do, the results are undeniable: • Efficiency gains that free up capacity without more headcount • Cost savings from reducing rework, waste, and downtime • Consistency in quality that strengthens customer trust • Teams that think proactively, not reactively I’ve led initiatives where a single adjustment reduced process time by 20%, improved data accuracy by 30%, and boosted throughput All without adding new technology or extra resources. That’s the power of continuous improvement done right: small, intentional changes that unlock massive long term results. So here’s a question for leaders today: Is your organization running processes… or are your processes running your organization? The answer to that question reveals the strategy you need: ✔ If your processes are in control, you can scale with clarity. ✔ If your processes are controlling you, it’s time to realign for adaptability, efficiency, and growth. Repost to a colleague or LinkedIn connection who would benefit. if you want more practical perspectives on project strategy, continuous and process improvement, follow Stephanie Nnachetam for more. My goal is simple: to help businesses adapt faster, perform better, and scale smarter. #processimprovement#operationalexcellence #continuousimprovement #leadership #businessstrategy

Ever feel like your team is constantly putting out fires instead of moving forward? That’s often a sign of process inefficiency—broken systems, overwhelmed staff, and unhappy clients. The good news? Those messes are actually growth goldmines. We've all been there. I once worked for a company where the process for approving change orders took as many as seven weeks. SEVEN WEEKS. When we take time to really look at what’s not working, we can uncover creative solutions that make everything run smoother. Better flow, happier people, stronger results. We addressed the lack of a meaningful change order process (and accountability) with a talented cross-functional team and CEO support, designing a new process reduced that processing time to 10 days - improving client satisfaction, employee engagement, and project execution. AND built an online system to support the new process with transparency and accountability. So next time things feel clunky, don't panic. Ask: What can we improve? How can we turn this into an opportunity? Process optimization isn’t just about fixing problems—it’s about unlocking potential.

𝗧𝗵𝗲 𝗦𝘁𝗿𝗮𝘁𝗲𝗴𝗶𝗰 𝗔𝗱𝘃𝗮𝗻𝘁𝗮𝗴𝗲 𝗼𝗳 𝗣𝗿𝗼𝗰𝗲𝘀𝘀 𝗖𝗼𝗻𝘁𝗿𝗼𝗹 𝗶𝗻 𝗠𝗮𝗻𝘂𝗳𝗮𝗰𝘁𝘂𝗿𝗶𝗻𝗴 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝘀 Process control is not just a best practice—it’s a 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝗶𝗰 𝗶𝗺𝗽𝗲𝗿𝗮𝘁𝗶𝘃𝗲. The ability to monitor, adjust, and optimize operational processes in real time directly impacts 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝘃𝗶𝘁𝘆, 𝗰𝗼𝘀𝘁-𝗲𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆, and 𝗾𝘂𝗮𝗹𝗶𝘁𝘆 outcomes. ✅𝗞𝗲𝘆 𝗔𝗱𝘃𝗮𝗻𝘁𝗮𝗴𝗲𝘀 𝗼𝗳 𝗣𝗿𝗼𝗰𝗲𝘀𝘀 𝗖𝗼𝗻𝘁𝗿𝗼𝗹 📌𝗜𝗻𝗰𝗿𝗲𝗮𝘀𝗲𝗱 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆 → Real-time data enables immediate 𝗰𝗼𝗿𝗿𝗲𝗰𝘁𝗶𝘃𝗲 𝗮𝗰𝘁𝗶𝗼𝗻𝘀, minimizing 𝗱𝗼𝘄𝗻𝘁𝗶𝗺𝗲 and 𝘄𝗮𝘀𝘁𝗲. → Streamlined workflows reduce 𝗰𝘆𝗰𝗹𝗲 𝘁𝗶𝗺𝗲𝘀 and increase throughput. 📌𝗘𝗻𝗵𝗮𝗻𝗰𝗲𝗱 𝗣𝗿𝗼𝗱𝘂𝗰𝘁 𝗤𝘂𝗮𝗹𝗶𝘁𝘆 → Standardized processes reduce 𝘃𝗮𝗿𝗶𝗮𝗯𝗶𝗹𝗶𝘁𝘆. → Automated controls detect 𝗱𝗲𝘃𝗶𝗮𝘁𝗶𝗼𝗻𝘀 before defects occur. 📌𝗖𝗼𝘀𝘁 𝗥𝗲𝗱𝘂𝗰𝘁𝗶𝗼𝗻 → Minimized 𝗿𝗲𝘄𝗼𝗿𝗸 and 𝘀𝗰𝗿𝗮𝗽 through tighter tolerances and early fault detection. → Optimized resource allocation (labour, materials, energy). 📌𝗗𝗮𝘁𝗮-𝗗𝗿𝗶𝘃𝗲𝗻 𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻 𝗠𝗮𝗸𝗶𝗻𝗴 → Process visibility through 𝗱𝗮𝘀𝗵𝗯𝗼𝗮𝗿𝗱𝘀, KPIs, and SPC (Statistical Process Control). → 𝗣𝗿𝗲𝗱𝗶𝗰𝘁𝗶𝘃𝗲 analytics support proactive maintenance and supply chain planning. 💰𝗜𝗺𝗽𝗼𝗿𝘁𝗮𝗻𝗰𝗲 𝘁𝗼 𝗦𝗲𝗻𝗶𝗼𝗿 𝗠𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁 📌𝗥𝗶𝘀𝗸 𝗠𝗶𝘁𝗶𝗴𝗮𝘁𝗶𝗼𝗻 → 𝗖𝗼𝗺𝗽𝗹𝗶𝗮𝗻𝗰𝗲 with ISO, FDA, FSSC or industry-specific standards through documented, auditable controls. → Reduced exposure to customer returns and warranty 𝗰𝗹𝗮𝗶𝗺𝘀. 📌𝗦𝗰𝗮𝗹𝗮𝗯𝗶𝗹𝗶𝘁𝘆 & 𝗔𝗴𝗶𝗹𝗶𝘁𝘆 → Controlled processes are easier to 𝗿𝗲𝗽𝗹𝗶𝗰𝗮𝘁𝗲 across sites, geographies, or product lines. → Enables faster time-to-market for new products or custom configurations. 📌𝗖𝗼𝗻𝘁𝗶𝗻𝘂𝗼𝘂𝘀 𝗜𝗺𝗽𝗿𝗼𝘃𝗲𝗺𝗲𝗻𝘁 → Enables 𝗟𝗲𝗮𝗻-𝗦𝗶𝘅 𝗦𝗶𝗴𝗺𝗮 initiatives. → Drives a culture of 𝗮𝗰𝗰𝗼𝘂𝗻𝘁𝗮𝗯𝗶𝗹𝗶𝘁𝘆 and 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗘𝘅𝗰𝗲𝗹𝗹𝗲𝗻𝗰𝗲. 📈 𝗕𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗜𝗺𝗽𝗮𝗰𝘁 1️⃣15–30% 𝗿𝗲𝗱𝘂𝗰𝘁𝗶𝗼𝗻 in operating costs (McKinsey, 2023) 2️⃣20–50% improvement in 𝗼𝗻-𝘁𝗶𝗺𝗲 𝗱𝗲𝗹𝗶𝘃𝗲𝗿𝘆. 🔥Controlling the process is not a tactical function—it’s a 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝗶𝗰 𝗱𝗿𝗶𝘃𝗲𝗿 of 𝗽𝗿𝗼𝗳𝗶𝘁𝗮𝗯𝗶𝗹𝗶𝘁𝘆, 𝗾𝘂𝗮𝗹𝗶𝘁𝘆, 𝗴𝗿𝗼𝘄𝘁𝗵. Operations leaders must champion process control as a foundational pillar of modern manufacturing excellence. #CarlosToledo #DirectorOperations #ManufacturingExcellence #OperationsLeadership #ProcessControl #LeanManufacturing #SmartFactory

CHEMICAL ENGINEERS AND PROCESS OPTIMIZATION If you don’t love the concept of process optimization, are you really a chemical engineer? Imagine two companies, Company A and Company B. Both produce the same product. Both sell at the same price. Both sell out the same quantity. Yet, Company A records more profit than Company B. What’s the difference? As a chemical engineer, my first instinct is to look at the process. The Chemistry Angle 👩🔬 * What raw materials are they using? * Is there a better or cheaper alternative? * Are they processing raw materials as pebbles when they should be powders—giving more surface area for reaction? .....and so on The Engineering Angle 👨🏭 * Are they recycling waste heat or letting it escape? * Are they even using the right type of reactor? * Would connecting reactors in series or parallel improve yield? ..... and so on This is the power of process optimization. It’s not just about reducing cost today. It’s about designing a process that saves money, energy, and resources both now and in the long run. Oh how I love the concept and practicality of process optimization. What concept(s) do you find interesting in your career?

Buzzwords like Agile, Lean, and Six Sigma often dominate conversations about process improvement. They all have their place, but you don’t need a certification to start driving effective transformation. Here’s a simple, framework-agnostic way to approach process optimization: 1️⃣ Understand the as-is state – Map the current process, including tasks, ownership, time taken, and any delays. Visualizing the flow makes inefficiencies clear. 2️⃣ Assess value at each step – Ask: does this add value for the client, the business, or is it non-value add (NVA)? NVA steps are where bottlenecks and waste usually hide. 3️⃣ Validate and collaborate – Confirm your findings with stakeholders, then go further: involve them in shaping the “to-be” state. Co-creation builds stronger buy-in and better solutions. Processes are either sources of value and competitive advantage or the reason performance stalls. By stripping out non-value activities and collaborating on improvements, you can build efficiency at pace without overcomplicating things. 📬 If you want more practical insights like this, subscribe to my newsletter, Make Change Happen, and get actionable tips straight to your inbox. 👉 https://lnkd.in/gvax5faC

5S System - IT’S NOT A CLEANING SYSTEM AND IT’S NOT SOLELY ABOUT CLEANING! It’s important to emphasize that the 5S system is not solely about cleaning. While cleanliness is one aspect of the system, it’s just one of the five steps that make up the broader methodology. 5S: Seiri - Sort/ Seiton - Set in order/ Seiso - Shine/ Seiketsu - Standardize/ Shitsuke - Sustain. To shift away from referring to the 5S as a cleaning system, it’s essential to highlight the other elements and benefits of the 5S, such as: organization, efficiency, safety, productivityand continuous improvement. The 5S offers several benefits that make it valuable for organizations: 1.Foundation for Lean Manufacturing: 5S serves as a foundational element of lean manufacturing principles, which aim to maximize value while minimizing waste. It sets the stage for further improvements in efficiency, productivity, and quality. 2.Safety: A clean and organized workspace reduces the risk of accidents, injuries, and hazards. By promoting safety, 5S helps protect employees and creates a healthier work environment. 3.Efficiency: By eliminating clutter, standardizing procedures, and optimizing workflows, 5S improves efficiency and reduces wasted time, effort, and resources. This leads to smoother operations and higher productivity levels. 4.Quality: Standardizing processes and maintaining a clean environment helps identify and address quality issues more effectively. As a result, 5S contributes to producing higher quality products and services. 5.Employee Engagement: A well-organized and clean workspace can boost employee morale, satisfaction, and engagement. When employees have a pleasant and efficient work environment, they are more likely to feel motivated and perform at their best. 6.Cost Savings: By reducing waste, improving efficiency, and minimizing errors or defects, 5S can lead to cost savings for the organization. This includes savings from reduced downtime, lower scrap rates, and optimized resource utilization. 7.Continuous Improvement: 5S fosters a culture of continuous improvement by encouraging regular evaluation, refinement, and optimization of processes and practices. It provides a structured framework for ongoing enhancement and innovation. Overall, the importance of 5S lies in its ability to create a well-organized, efficient, and safe workplace that supports the organization’s goals of delivering high-quality products and services while maximizing value and minimizing waste. And as all CI tools, management support is crucial for the successful implementation and sustainment of the 5S. Why: because Management support ensures resources, such as time, budget, and personnel. This includes providing training, tools, and materials needed for implementation. Why: Management buy-in demonstrates a commitment to the 5S initiative, which motivates employees to actively participate and engage in the process. Don’t underestimate the importance of the 5S system!

Economic Order Quantity (EOQ) : Know your Inventory Appetite! For many companies, inventory is one of their biggest assets. They need to keep enough stock to meet customer demands, but holding too much ties up a lot of money. By using tools like EOQ (Economic Order Quantity), businesses can reduce excess inventory and free up cash. This extra money can then be used for other important parts of the business, helping it grow and succeed. What is EOQ? Consider dining at a restaurant. If you order more food than your appetite requires, you risk wasting both food and money. Similarly, EOQ ensures that businesses order just the right amount of inventory, avoiding excess stock that could lead to unnecessary financial waste. EOQ represents the optimal number of units a company should order to satisfy demand while minimizing associated inventory costs, including holding, shortage and ordering expenses. The EOQ model operates under the assumption that demand as well as the costs of ordering and holding inventory, should remain stable over time. EOQ formula is in Thumbnail. Objective of EOQ : The goal of the EOQ formula is to identify the optimal number of product units to be ordered. If achieved, a company can minimize its costs for buying, delivering, and storing units. The EOQ formula determines the inventory reorder point of a company. When inventory falls to a certain level, the EOQ formula, if applied to business processes, triggers the need to place an order for more units. By determining a reorder point, the business avoids running out of inventory and can continue to fill customer orders. If the company runs out of inventory, there is a shortage cost, which is the revenue lost because the company has insufficient inventory to fill an order. An inventory shortage may also mean the company loses the customer or the client will order less in the future. Benefits of EOQ : 1. Cost Reduction: Minimizes the total costs of ordering and holding inventory. 2. Inventory Optimization: Balances stock levels to avoid overstocking and understocking. 3. Cash Flow Improvement: Frees up capital that can be invested in other areas of the business. 4. Operational Efficiency: Streamlines inventory management processes, reducing administrative burden. 5. Enhanced Forecasting: Provides a data-driven basis for future inventory planning and ordering. 6. Waste Minimization: Reduces the risk of obsolete or expired stock, leading to less waste. 7. Better Supplier Relationships: Facilitates consistent ordering patterns, which can improve supplier terms and reliability. Conclusion : Managing inventory is a key component of success for a company. Having too much results in higher costs and Having too little means losing sales by not meeting demand. Economic order quantity helps ensure companies manage their inventories efficiently. #eoq #inventory #supplychain #procurement #inventorymanagement #supplychainmanagement #sourcing

Manufacturing inefficiency is often rooted in old habits. Many manufacturers still cling to batch production — where identical items are produced in large quantities before moving to the next step. While it seems to balance workloads and minimize changeovers, the reality is different. The hidden costs of batch production: Excess WIP inventory Defects hidden in batches Wasted space Uneven workflow Longer lead times These issues lead to: Overloaded stations while others sit idle Poor responsiveness to customer demand Increased scrap and rework Higher facility and carrying costs The better way? One-Piece Flow. Products move through each process step one at a time, making changeovers quick and quality issues immediately visible. Benefits of One-Piece Flow: Faster customer responsiveness Minimal WIP inventory Immediate defect detection Optimized space and handling Easy production leveling to match takt time Real results: 50%+ labor productivity improvement 80% reduction in lead time Quality approaching Six Sigma levels Save you time Run more Kaizen initiatives Drive more revenue Stay tuned! #ContinuousImprovement #LeanManufacturing #Kaizen #IndustrialEngineering #ManufacturingExcellence #ProcessImprovement #OnePieceFlow #KaizenHQ