Industry Best Practices Benchmarking

𝗩𝗲𝗻𝘁𝘂𝗿𝗲 𝘀𝘁𝘂𝗱𝗶𝗼𝘀 𝗻𝗼𝘄 𝗵𝗮𝘃𝗲 𝘀𝘁𝗮𝗻𝗱𝗮𝗿𝗱𝘀 And we're making it free for everyone. After years analyzing 500+ studios globally, we've released the Venture Studio Index as an open-source framework through the Venture Studio Forum. This isn't just another methodology. It's the first standardized approach for defining, measuring, and reporting venture studio performance, enabling true transparency and comparability across the ecosystem. 𝐖𝐡𝐚𝐭'𝐬 𝐢𝐧𝐜𝐥𝐮𝐝𝐞𝐝: - VSI definitions and standard KPIs - Report formats and templates - Cost structure methodology across five capital categories - Guidance on interpreting and using VSI outputs Studios can now benchmark operations, report to stakeholders consistently, and align with industry best practices. Investors get standardized due diligence frameworks. Researchers gain consistent data for ecosystem analysis. The goal isn't complexity, it's clarity. We've designed this as a practical tool that translates operational differences into actionable investment insights. 𝐓𝐡𝐢𝐬 𝐦𝐚𝐭𝐭𝐞𝐫𝐬 𝐛𝐞𝐜𝐚𝐮𝐬𝐞: The venture studio model needs standards to attract institutional capital at scale. By standardizing evaluation criteria, we're creating the common language that unlocks the next phase of growth for systematic company creation. This is part of 9point8 Collective's "give-first" commitment to the Venture Studio Forum and community, ensuring high-quality tools are accessible to all, not locked behind consulting fees. 𝐑𝐞𝐚𝐝𝐲 𝐭𝐨 𝐝𝐢𝐯𝐞 𝐝𝐞𝐞𝐩𝐞𝐫? 📄 Read the full VSI methodology: https://lnkd.in/erZjJvgH 📰 Explore the foundational articles that shaped VSI: https://lnkd.in/ezJRXmSS https://lnkd.in/eQwjCZVp https://lnkd.in/eyJC7mAG  https://lnkd.in/eSUwmjfg https://lnkd.in/eHvAMz-M 🌐 Access all VSI resources: https://lnkd.in/eK8cNVFp Who else believes the venture studio ecosystem deserves standardized evaluation tools?

More information on [GA4] Benchmarking Overview Benchmarks are key metrics that enable you to compare your business's performance against other businesses in your industry. Google Analytics provides these benchmarks through peer groups—cohorts of similar businesses determined by factors like industry vertical and other relevant details. Key Features Daily Updates: Benchmarks are refreshed every 24 hours to provide the most current data. Eligibility Requirements: To access benchmarking data, your Google Analytics property must have the "Modeling contributions & business insights" setting enabled. Additionally, your property must generate sufficient user data to be included in a peer group. Data Protection Your benchmarking data is encrypted and protected, ensuring privacy and aggregation. There are also thresholds to guarantee that a minimum number of properties are included before benchmarks are available to a peer group. Accessing Benchmarking Metrics To view benchmarking data: Select the desired metric in the overview card on the Home page. Expand the Benchmarking category. Choose from a variety of metrics, such as Acquisition, Engagement, Retention, and Monetization. Using Benchmarking Data When benchmarking data is activated, you'll see: Your property's trendline The median of your peer group The range within your peer group (shaded area) Benchmarking comparisons are available within the 25th to 75th percentile to help you make informed decisions based on your performance relative to your peers. Changing Your Peer Group You can change your peer group to ensure more accurate comparisons. Peer groups are categorized based on industry characteristics, such as Shopping > Apparel or Travel & Transportation. Example Scenarios Acquisition: If your 'New User Rate' is below the 25th percentile, consider boosting user acquisition strategies. Engagement: A high 'Average Engagement Time per Session' could be leveraged by enhancing conversion strategies. Retention: A high 'Bounce Rate' may indicate a need for better user experience and content accessibility. Monetization: Low 'ARPU' suggests exploring strategies like upselling or personalized offers. Conclusion Benchmarking data in GA4 offers actionable insights by comparing your performance with industry peers, helping you identify strengths and areas for improvement to achieve your business goals.

Privacy4Cars, the leading global B2B privacy-tech company focused on solving privacy and data security issues in automotive, released the world's first quantitative benchmark of interfaces consumers use to make privacy choices online, titled "Privacy UX Crash Test: How 49 Auto Brands Handle California Consumer Data Rights, Gaps, & How to Improve." The report spans over 1,800 pages and required over 1,000 hours of research, quantitative analysis, and editing conducted as a joint effort between Privacy4Cars' network of in-house counsel and privacy experts. This first-of-its-kind report, inspired by the recent California Privacy Protection Agency's settlement with American Honda Motor Company, Inc., numerically scored auto brands by making unbiased measurements of their actual practices between April and July of 2025. Privacy4Cars identified an industry best practice across twelve areas, and scored each brand based on how many of those UX best practices they implemented and made available to consumers. By offering this standardized consumer privacy UX scorecard, Privacy4Cars aims to create greater transparency and a blueprint that benefits everyone including consumers, automotive brands and manufacturers- and also privacy tech providers, privacy professionals, the broader industry (automotive and not-automotive), regulators, and lawmakers: in California and beyond. https://lnkd.in/gmwb5Eg6

Operational Excellence: 2025 Strategies for Manufacturing Leaders Manufacturing leaders aiming for transformative 2025 goals must integrate advanced methodologies like Predetermined Motion Time Systems (PMTS) and industrial engineering principles. These proven frameworks, coupled with digital tools, enable superior efficiency, quality, and sustainability. Here’s how to align operations with industry best practices: 𝗗𝗶𝗴𝗶𝘁𝗮𝗹 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻 𝗣𝗼𝘄𝗲𝗿𝗲𝗱 𝗯𝘆 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝗶𝗮𝗹 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 Utilize digital twins and predictive maintenance alongside time study techniques from PMTS to monitor and optimize operations with precision. Key Metrics: Enhanced Overall Equipment Effectiveness (OEE), reduced unplanned downtime, and faster issue resolution. 𝗟𝗲𝗮𝗻 & 𝗔𝗴𝗶𝗹𝗲 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲𝘀 𝘄𝗶𝘁𝗵 𝗮 𝗗𝗮𝘁𝗮-𝗗𝗿𝗶𝘃𝗲𝗻 𝗘𝗱𝗴𝗲 Apply lean principles, guided by industrial engineering insights, to identify and eliminate waste. Use PMTS to standardize and optimize manual tasks, ensuring balanced workflows. Key Metrics: Increased throughput, shorter cycle times, and better work content balance. 𝙌𝙪𝙖𝙡𝙞𝙩𝙮 𝘾𝙤𝙣𝙩𝙧𝙤𝙡 𝙬𝙞𝙩𝙝 𝙍𝙞𝙨𝙠 𝙈𝙞𝙩𝙞𝙜𝙖𝙩𝙞𝙤𝙣 𝙏𝙚𝙘𝙝𝙣𝙞𝙦𝙪𝙚𝙨 Integrate Advanced Product Quality Planning (APQP) and Process FMEA for robust quality assurance. PMTS can streamline quality inspections by standardizing operator tasks. Key Metrics: Reduced defect rates, improved First Pass Yield (FPY), and enhanced supplier compliance. 𝙀𝙧𝙜𝙤𝙣𝙤𝙢𝙞𝙘𝙨 𝙖𝙣𝙙 𝙒𝙤𝙧𝙠𝙛𝙤𝙧𝙘𝙚 𝙊𝙥𝙩𝙞𝙢𝙞𝙯𝙖𝙩𝙞𝙤𝙣 Use PMTS to analyze and redesign workstations, improving ergonomic efficiency and reducing operator fatigue. Combine this with immersive training programs for new workflows and tools. Key Metrics: Lower Lost Time Injury Frequency Rates (LTIFR), increased training participation, and better ergonomic compliance scores. 𝙎𝙪𝙨𝙩𝙖𝙞𝙣𝙖𝙗𝙞𝙡𝙞𝙩𝙮 𝙖𝙣𝙙 𝘾𝙤𝙨𝙩 𝙍𝙚𝙙𝙪𝙘𝙩𝙞𝙤𝙣 𝙬𝙞𝙩𝙝 𝙋𝙧𝙤𝙘𝙚𝙨𝙨 𝙊𝙥𝙩𝙞𝙢𝙞𝙯𝙖𝙩𝙞𝙤𝙣 Apply industrial engineering methods like value-stream mapping and PMTS to reduce waste and energy use. Key Metrics: Decreased carbon footprint, material waste reduction, and cost savings from energy-efficient practices. 𝙎𝙚𝙖𝙢𝙡𝙚𝙨𝙨 𝙉𝙚𝙬 𝙋𝙧𝙤𝙙𝙪𝙘𝙩 𝙄𝙣𝙩𝙧𝙤𝙙𝙪𝙘𝙩𝙞𝙤𝙣 (𝙉𝙋𝙄) Use PMTS and discrete event simulations to plan and validate new product workflows, minimizing disruptions and ensuring efficient line balancing. Key Metrics: Faster time-to-market, improved pre-launch efficiency, and fewer launch delays. 𝙊𝙥𝙩𝙞𝙢𝙞𝙯𝙞𝙣𝙜 𝙎𝙪𝙥𝙥𝙡𝙮 𝘾𝙝𝙖𝙞𝙣 𝙖𝙣𝙙 𝙇𝙤𝙜𝙞𝙨𝙩𝙞𝙘𝙨 Apply Kanban, JIT, and simulation-driven logistics planning to streamline material flow and inventory management. PMTS ensures operator tasks are aligned with logistics processes. Key Metrics: Higher on-time delivery rates, reduced inventory holding costs, and streamlined in-plant logistics.

𝗔𝗹𝗹𝗶𝗮𝗻𝗰𝗲 𝗕𝗲𝘀𝘁 𝗣𝗿𝗮𝗰𝘁𝗶𝗰𝗲𝘀 𝗮𝗿𝗲 𝗮𝗻 𝗔𝘀𝘀𝗲𝘁, 𝗡𝗼𝘁 𝗮𝗻 𝗔𝘀𝗽𝗶𝗿𝗮𝘁𝗶𝗼𝗻 Most organisations treat alliance best practice the way they treat their gym membership in January — as an ideal to aim at, not a standard to operate by. That's a costly mistake. After more than two decades of benchmarking several hundred alliance relationships, the research at Alliance Best Practice Ltd keeps arriving at the same three conclusions: 𝟭. 𝗕𝗲𝘀𝘁 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲𝘀 𝗶𝗻 𝗮𝗹𝗹𝗶𝗮𝗻𝗰𝗲𝘀 𝗮𝗿𝗲 𝗿𝗲𝗮𝗹. They are measurable, repeatable and consistent across industries. We call them Common Success Factors (CSFs) — the specific behaviours, processes and structures that appear again and again in high-performing alliances. 𝟮. 𝗔 𝗵𝗶𝗴𝗵𝗲𝗿 𝗽𝗿𝗼𝗽𝗼𝗿𝘁𝗶𝗼𝗻 𝗼𝗳 𝗖𝗦𝗙𝘀 𝗶𝗻 𝗽𝗹𝗮𝗰𝗲 𝗱𝗲𝗹𝗶𝘃𝗲𝗿𝘀 𝗮 𝗱𝗲𝗺𝗼𝗻𝘀𝘁𝗿𝗮𝗯𝗹𝘆 𝗵𝗶𝗴𝗵𝗲𝗿 𝗿𝗮𝘁𝗲 𝗼𝗳 𝗮𝗹𝗹𝗶𝗮𝗻𝗰𝗲 𝘀𝗮𝗹𝗲𝘀. Not a correlation observed once or twice. Observed across every cohort we have benchmarked. CSF score is a leading indicator of alliance revenue. 𝟯. 𝗔𝗹𝗹𝗶𝗮𝗻𝗰𝗲 𝘀𝗮𝗹𝗲𝘀 𝗮𝗿𝗲 𝗻𝗼𝘁 𝗱𝗶𝗿𝗲𝗰𝘁 𝘀𝗮𝗹𝗲𝘀. They operate under a Sell With model, not Sell To or Sell Through. The moment an alliance executive starts behaving like a vendor, the partner starts behaving like a customer — and the relationship is finished. Here is what this means in practice. If your alliance portfolio scores 40% against a best-practice benchmark, you don't have an aspirational gap. You have a measurable, quantifiable shortfall in revenue that you could be capturing and aren't. The relationships with the highest growth potential are rarely the ones producing the biggest numbers today. They are the ones with the lowest best-practice scores — because that is where the gap between current performance and achievable performance is widest. That's why best practice is an asset. You can measure it. You can invest in it. And the return on that investment shows up in your pipeline. ━━━━━━━━━━━━━━━━━━━━━ 𝗔 𝗳𝗿𝗲𝗲 𝗼𝗳𝗳𝗲𝗿 𝗳𝗼𝗿 𝗮𝗻𝘆𝗼𝗻𝗲 𝗰𝗮𝗿𝗿𝘆𝗶𝗻𝗴 𝗮𝗻 𝗮𝗹𝗹𝗶𝗮𝗻𝗰𝗲 𝘀𝗮𝗹𝗲𝘀 𝘁𝗮𝗿𝗴𝗲𝘁. To mark the release of this year's benchmark report, Alliance Best Practice Ltd is offering a free alliance best practice assessment against our 5 × 5 Common Success Factor framework. You'll get a clear view of where your strongest relationships sit, where the gaps are, and where the untapped sales potential lives in your portfolio. DM me, or email 𝗶𝗻𝗳𝗼@𝗮𝗹𝗹𝗶𝗮𝗻𝗰𝗲𝗯𝗲𝘀𝘁𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲.𝗰𝗼𝗺 to arrange yours. The full report is attached below. #StrategicAlliances #AlliancePartners #PartnerEcosystems #AllianceManagement #ChannelSales #B2BSales

Benchmarking in the context of internal audit involves comparing an organization’s processes, performance metrics, and practices to industry standards or best practices from other organizations. Here’s how benchmarking through internal audit can help in cost saving: 1. Identifying Performance Gaps: By comparing the organization’s performance with industry standards, internal auditors can identify areas where the organization is underperforming and suggest improvements. Closing these performance gaps can lead to cost savings. 2. Adopting Best Practices: Benchmarking allows internal auditors to identify best practices from other organizations that can be adopted to improve efficiency and reduce costs. This could include process improvements, technological advancements, or organizational changes. 3. Setting Realistic Targets: Benchmarking helps set realistic and achievable performance targets based on industry standards. Achieving these targets can improve efficiency and reduce costs over time. 4. Improving Resource Utilization: By understanding how other organizations utilize resources efficiently, internal auditors can recommend ways to optimize the use of resources, leading to cost savings. 5. Enhancing Productivity: Benchmarking can reveal opportunities to enhance productivity by comparing labor, materials, and overhead costs against those of competitors or industry leaders. Improved productivity often results in lower costs. 6. Encouraging Innovation: By exposing the organization to innovative practices and technologies industry leaders use, benchmarking can inspire internal changes that improve efficiency and reduce costs. 7. Negotiating Better Terms: Benchmarking vendor contracts and pricing against industry standards can help negotiate better terms, reducing costs for goods and services. Conclusion: Overall, benchmarking enables internal auditors to provide actionable insights and recommendations that can lead to substantial cost savings by ensuring the organization operates as efficiently and effectively as possible. #IA #Internalaudit Alkit Jain

How do you measure success in work patterns? At Worklytics, we provide guidelines and benchmarks to help organizations improve employee collaboration and well-being. These pieces serve different purposes but are most powerful when used together. Here’s how they differ and why both are essential for People leaders: 🌟 Guidelines: What Good Looks Like ➡️ Purpose: High-level recommended ranges based on industry best practices and Worklytics' experience. ➡️ Focus: Aspirational goals designed to improve focus time, reduce burnout, and optimize productivity. ➡️ Examples: 🔹 Focus Time: Employees should aim for 3.5+ hours per day for sustained productivity. 🔹 Meeting Hours: Teams should keep 4.5–8 hours of meetings per week to ensure a balance between collaboration and deep work. 🔹 After-Hours Messages: Keeping 5–15 messages per week minimizes stress, especially when messages are from direct managers. Guidelines reflect the ideal environment for knowledge workers to thrive, providing a clear target for organizations to align with. 📊 Benchmarks: How You Compare ➡️ Purpose: Industry-based metrics drawn from tens-of-millions of records to compare your organization to others. ➡️ Focus: Contextual insight into where your work patterns stand relative to peers. ➡️ Examples: 🔹 Focus Time: A benchmark might show that most organizations achieve the 50th percentile for focus time, but this often falls short of the guideline range. 🔹 Manager 1:1s: Benchmarks reveal that companies with top engagement levels maintain 0.5–1.5 manager 1:1s per week, aligning with the guideline. 🔹 Meeting Hours: While some organizations hover below 8 hours of meetings weekly, benchmarks may highlight higher averages in specific industries. Benchmarks provide the comparative clarity needed to contextualize whether your current state is competitive or lagging. 💡 Guidelines vs. Benchmarks in Action: ➡️ Focus Time: The guideline is 3.5+ hours per day. A benchmark might reveal your company sits at the 50th percentile, suggesting a need to increase focus time to align with best practices. ➡️ Collaboration Counts: The guideline recommends 5–12 strong collaborators weekly for optimal productivity. A benchmark might show your team exceeds 12, indicating potential bottlenecks in decision-making. ➡️ After-Hours Messages: The guideline sets a range of 5–15 messages. Benchmarks could show industry averages are closer to 20, flagging an opportunity to lead with healthier boundaries. By combining the aspirational clarity of guidelines with the real-world context of benchmarks, People leaders can identify actionable opportunities to improve work patterns and drive better outcomes. Find more examples and insights in the comments below. How could your organization benefit from using guidelines and benchmarks together? #PeopleAnalytics #HRAnalytics #TalentAnalytics #WorkforceAnalytics #WorkforceIntelligence