Risk Matrix Development

GEOTECHNICAL RISK - HOW MANY BOREHOLES SHOULD I DO? I've been having quite a few conversations lately about geotechnical investigation scopes with our clients. We have discussed how the geotechnical risk is communicated to them (our client) and how they might communicate this to their client. All too often, communicating the risk in a proposal and trying to explain why you have chosen to do certain things is difficult and sometimes not understood or appreciated. So PRICE, not VALUE becomes the driving factor. To try and better communicate this, we have developed a tool that will help. We have developed an ISO31000 Risk Management framework to provide a geotechnical risk assessment of the site and proposed development in order to establish the requirements for the geotechnical investigation. We follow these steps: 🔵 Look at factors that affect the likelihood of negative outcomes and score them on a 1-3 scale. These include things like geological complexity, groundwater conditions, geohazards and the like. 🔵 Look at factors that could affect the consequence of a negative outcome and score them on a scale of 1-3. These include things like the importance of the structure or development and the number of occupants, the sensitivity of the structure and things like adjacent constraints, structures and asset values. 🔵 Each of the Risk Factors are weighted to provide an overall Likelihood and Consequence score and definition. 🔵 An ISO 31000 5 x 5 risk matrix is used to derive an overall risk. This is a great first outcome for communicating risk in a consistent and familiar way. But we take it a step further. 🔵 Based on the Consequence Score, a BS EN 1990 Consequence Class can be derived (CC0 to CC4) 🔵 Based on the Likelihood Score, a BS EN 1997 Geotechnical Complexity Class can be derived (GCC1, GCC2 or GCC3) 🔵 Using these two classes a Geotechnical Category can be derived (GC1, GC2, GC3) 🔵 And finally a recommended geotechnical investigation can be recommended based on the guidance provided in BS EN 1997. This is used as a starting point for us to derive our site and project specific scope. Although we (in Australia) do not have specifications or specific prescriptive requirements to adhere to when it comes to scoping geotechnical investigations, adopting the processes in other standards and communicating them is important. Using a tool like this is beneficial to our clients to offer a simple, robust, and consistent approach for assessing, demonstrating and communicating risk so that they can make the most informed choices. PTG Consulting #geotechnical #engineering #geology

HACCP Risk Matrix: A Practical Approach to Food Safety Risk assessment is a critical step in HACCP. A well-structured risk matrix helps prioritize hazards based on severity and likelihood, ensuring the right level of control. Severity Levels (Impact of Hazard) 🔟 Fatality – Single or multiple deaths (e.g., foodborne outbreak leading to death) 8️⃣ Severe Illness – Long hospitalization, chronic health effects but no death 6️⃣ Major Illness – Multiple cases, serious health effects, extended recovery time 4️⃣ Mild Illness – Short-term, minor foodborne illness, few cases 2️⃣ No Illness – Only quality issues, no safety impact Probability Levels (Likelihood of Occurrence) 🔟 Monthly – Highly likely, happens frequently 8️⃣ Quarterly – Expected periodically (every 3 months) 6️⃣ Half-Yearly – Could occur, but not common (every 6 months) 4️⃣ Annual – Unlikely, but possible (once a year) 2️⃣ 10 Years/Never – Almost impossible, may never happen Risk Rating & Interpretation 🔴 Significant Risk (High Score: 40-100) → Requires Control Measure Assessment using ISO 22000 Decision Tree (CCP, OPRP, or PRP) 🟠 Moderate Risk (Medium Score: 20-39) → May need further control depending on the situation 🔵 Non-Significant Risk (Low Score: 4-19) → Managed by PRPs (GMPs, sanitation, etc.) 📌 Even if a hazard has a low probability like annual, if its severity is catastrophic (e.g., a foodborne outbreak causing death), it remains high risk!

Most teams have a risk matrix. Few use it to its full potential.   A high RPN score might feel urgent, but in MedTech, it’s never just about the number.   That red zone? It signals attention, but don’t let green ratings lull you into complacency.   That seemingly low-priority risk with catastrophic severity?   These are moments when smart teams pause and ask:   "Are we prioritising the right threats?"   Here's what experienced regulatory and quality leaders actually do:   ✅ Look beyond the numbers ✅ Challenge low-occurrence ratings ✅ Question every "acceptable" classification   If your matrix says it's safe but your gut says otherwise, trust your instincts.   And you don't need complex frameworks to get it right. Common tools teams use in practice:   • RPN Scoring: Multiply severity × occurrence × detection • Risk Zones: Red demands action, yellow needs monitoring • P1-P2-P3: Instant classification for team alignment • Control Hierarchy: Design out > Engineer in > Inform about   Used correctly, they transform confusion into clear decisions.   Once a risk emerges, act decisively. Because in MedTech, hesitation costs lives.   1. Start with design  ↳ Can you eliminate the hazard entirely?   2. Engineer protection  ↳ Build in alarms, guards, and fail-safes   3. Document the rationale  ↳ Link every decision to clinical benefit   4. Review post-market data  ↳ Real-world use reveals hidden risks   5. Update continuously  ↳ Risk management never stops   Risk prioritisation isn't just about scoring hazards. It's about protecting patients.   The best MedTech teams don't wait for incidents to reveal their blind spots.   They catch critical risks early, even when the numbers say everything's fine.   🔎 What's your matrix missing? ⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡⬡ MedTech regulatory challenges can be complex, but smart strategies, cutting-edge tools, and expert insights can make all the difference. I'm Tibor, passionate about leveraging AI to transform how regulatory processes are automated and managed. Let's connect and collaborate to streamline regulatory work for everyone! #automation #regulatoryaffairs #medicaldevices

Operations Says “Run It”; Maintenance Says “Shut It Down Who Really Wins? (Please Repost)‼️ It’s the middle of shift 2. OEE is tanking. Production yells: “We’re already behind; just run it!” But Engineer says: “If we push it, we’ll lose the gearbox—and tomorrow’s shift too.” Sound familiar? When Ops and Maintenance play tug of war during a breakdown, nobody wins. Not the machine. Not the metrics. Not the plant. ✅ Why These Conflicts Happen (and Keep Happening): 🔹 Production Is Measured by Throughput Every stop is a missed target. Every repair feels like sabotage. 🔹 Maintenance Is Measured by Asset Health Every delay is a risk multiplier. Every vibration is a red flag. 🔹 No Agreed Way to Decide So, it becomes a shouting match instead of a strategy session. How to Avoid the Chaos: 1️⃣ Agree on a Risk Matrix—Before the Alarm Sounds Define thresholds for: ✔️ Vibration alerts ✔️ Lubrication failures ✔️ Safety-critical deviations Map them into actions: 🟢 Run 🟡 Run + Monitor 🔴 Stop Now This shifts decisions from emotion to logic. 2️⃣ Use CMMS Visibility Systems helps log real-time alerts, job history, and asset status. So everyone sees the same data—and stops arguing in the dark. 3️⃣ Set Up Fast Escalation Protocols Pre-assigned roles. Predefined decisions. No need to chase down the Plant Manager for every “should we run it?” moment. 4️⃣ Make Downtime a Shared KPI Stop blaming. Start aligning. Measure joint performance around availability, downtime cause, and repeated failures. Case Study: At a food and beverage plant, asset alerts were ignored 8 times in 2 weeks. Ops kept running. Maintenance kept warning. On the 9th time? The gearbox failed. 6 hours lost. Production missed the window. Maintenance got blamed. Dox Reliability Konsult Fix: ✅ Built an Ops-Maint shared response matrix ✅ Logged all high-risk alerts in a CMMS ✅ Set up a "Red Zone Rule"—any red alert = instant halt with no debate ✅ Ran joint RCA sessions post-event Results in 30 Days: 🔸 46% reduction in back-and-forth conflicts 🔸 High-risk events addressed 2.3x faster 🔸 Downtime dropped—and so did the finger-pointing Remember: It’s not Ops vs. Maintenance. It’s Risk vs. Guesswork. If you wait until the middle of a shift to decide what’s safe— You’ve already lost control. #ClickMaintCMMS #DoxReliability #OpsVsMaintenance #AssetStrategy #DowntimeDecisions #PlantExecution #MaintenanceExcellence #RunOrShut #ReliabilityWins

🔍 Want a simple but seriously powerful tool for managing AI risk? James Kavanagh’s new visual guide, “Choosing the Right Controls for AI Risks”, is one of the most helpful—and deceptively compact—resources I’ve seen in a long time. 💡 Why it matters? AI risk management often gets lost in abstract policy or overly complex matrices. This chart cuts through that noise. It maps 8 of the most critical AI risks to design-time and run-time controls—then breaks those down into: ✅ Preventive ✅ Detective ✅ Response The matrix covers risks like model drift, hallucinations, bias, adversarial attacks, privacy leaks, and automation bias—all paired with real, practical controls you can implement today. From stress testing models for robustness to implementing human-in-the-loop oversight, it’s a clear roadmap for responsible AI. It’s the kind of tool you can tape to a wall in a dev room, bring to a risk workshop, or use to kick off an internal audit conversation. 👏 Huge thanks to James for creating something so grounded, clear, and actually useful. What’s one risk-control pairing from this map you plan to use? #AIrisks #AIcontrols #ResponsibleAI #RiskManagement #AIGovernance === Did you like this post? Connect or Follow 🎯 Jakub Szarmach, AIGP, CIPM Want to see all my posts? Ring that 🔔.

A security risk assessment matrix is a visual tool depicting potential risks affecting an organization. Its a tool that helps you visualize the probability versus the severity of a potential risk. Characteristics of a SRA matrix:- 1. Its colour - coded - The SRA matrix works by presenting various risks in a chart, colour- coded by severity as follows: - Extreme risks in black or dark red to represent risks within catastrophic levels. - High risks in red to represent risks under alarming critical levels. - Moderate or medium risks in orange to represent risks with potential adverse outcome. - Low in yellow representing risks with minor severity of outcome. - Negligible risks in green to represent risks of insignificant outcome.   2. It consists of two axis - Every risk matrix chart has two axis, the y-axis (vertical) and the x-axis (horizontal). One measuring the likelihood of occurrence and the other one measuring the potential impact of the event. Various scales can be adopted in reference to an organization’s set criteria from 5x5, 4x4, 3x3, 3x4 etc 3. Its categorized - Every SRA matrix should be appropriately categorized and ranked to reflect the right levels as follows:- 3.a) Impact Levels: - Negligible (1) - loss or damage with no significant impact towards the understudy.   - Low / Minor (2) - Minor loss or damage that have a limited impact and can be managed with minor consequence towards the understudy.   - Moderate (3) - Impairment of critical functions and operations, some reputational damage leading to moderate adverse effects that requiring attention etc. - High (4) - Serious reputation damage, impairment of critical functions and operations for extended period of time requiring immediate attention etc. - Extreme (5) - Total shut down of critical functions and operations, severe breaches of law and regulations, major financial losses and irreparable reputational damage etc 3.b) Likelihood Levels: - Almost Certain (5) - The event happens on a regular basis and is expected to occur, possibly multiple times. - Likely (4) - The event happens from time to time and the event will probably occur. - Possible (3) -The event has happened previously and might occur at some point in time. - Unlikely (2) -The event is not expected to occur, but it is still a possibility. - Rare (1) - The event has never happened and is unlikely to occur. 4. It consists intermediate risk values (IRV) - These are values achieved when each event likelihood and impact is ranked and intersected. 4.a) IRV values ranking: - Negligible – Will rarely impact the understudy. - Low - Unlikely to impact the understudy. - Medium / Moderate - Likely to have some adverse effect on the understudy. - High - Likely to have a high critical effect on the understudy. - Extreme - Almost certain to have a severe negative effect on the understudy. #securityriskmanagement #riskmatrix #continouslearning #securityprofessionals

→ 𝐓𝐡𝐞 𝐇𝐢𝐝𝐝𝐞𝐧 𝐏𝐨𝐰𝐞𝐫 𝐁𝐞𝐡𝐢𝐧𝐝 𝐑𝐢𝐬𝐤 𝐌𝐚𝐧𝐚𝐠𝐞𝐦𝐞𝐧𝐭 Ever wondered why some projects sail smoothly while others hit unexpected roadblocks? The secret often lies in how risks are visualized and managed. → 𝐖𝐡𝐚𝐭 𝐈𝐬 𝐚 𝐑𝐢𝐬𝐤 𝐌𝐚𝐭𝐫𝐢𝐱? • A visual tool that evaluates and prioritizes risks. • Compares the likelihood of an event with its potential impact. • Categorizes risks as low, medium, or high to guide focus and decisions. → 𝐖𝐡𝐲 𝐈𝐭 𝐌𝐚𝐭𝐭𝐞𝐫𝐬 • Simplifies complex risk data for easier understanding and communication. • Ensures consistency in evaluating risks across projects or operations. • Helps prioritize mitigation efforts where they matter most. • Supports better decision-making for resource allocation. • Provides documented assessments for compliance and review. → 𝐇𝐨𝐰 𝐭𝐨 𝐁𝐮𝐢𝐥𝐝 𝐎𝐧𝐞 • Define likelihood (1 – rare to 5 – almost certain) and impact (1 – insignificant to 5 – catastrophic). • Create a grid with likelihood on one axis and impact on the other. • Assign risk levels using color codes (green, yellow, red). • Plot risks and validate with stakeholders. → 𝐀𝐟𝐭𝐞𝐫 𝐭𝐡𝐞 𝐌𝐚𝐭𝐫𝐢𝐱 • Develop mitigation plans for high-priority risks. • Assign responsibilities clearly. • Monitor and update regularly. • Communicate results to the team and stakeholders. Using a risk matrix transforms uncertainty into actionable insight. It’s more than a chart - it’s a roadmap to smarter, safer decisions. follow Ashish Joshi for more insights

HOW TO BUILD A RISK MANAGEMENT ACTION PLAN Part 2 of an 8-part series RISK ASSESSMENT You've identified your risks, now comes the critical question Which ones could actually destroy your business? Not all risks have the same power to disrupt So resources need to be allocated accordingly Here's how to assess risks systematically : 1. Create Impact/Probability Matrices Plot each risk on two axes - likelihood of occurrence vs. business impact This isn't guesswork; use historical data and expert judgment Workshop with the team to get an all-encompassing outlook 2. Build Risk Heat Maps Visualize your risk landscape - Red zones demand immediate attention - Yellow zones need monitoring - Green zones can wait 3. Quantify Financial Impact - Revenue at risk - Cost to recover operations - Customer relationship damage - Regulatory penalties 4. Assess Recovery Time How long to restore full operations? A two-day disruption is manageable A two-month shutdown could be fatal 5. Consider Cascading Effects One supplier failure might trigger multiple downstream impacts Map these domino effects before they happen 6. Factor in Detection Difficulty Some risks give early warning signals Others hit without notice Silent risks deserve higher priority ratings 7. Evaluate Current Mitigation Strength Rate your existing defenses A high-impact risk with weak mitigation jumps to the top of your priority list The result? A data-driven risk ranking that guides smart resource allocation Stop treating the symptoms and start preventing the disruptions that can derail your supply chain.

“Mapping Cybersecurity Threats to Defenses: A Strategic Approach to Risk Mitigation” Most of the time we talk about reducing risk by implementing controls, but we don’t talk about if the implemented controls will reduce the Probability or Impact of the Risk. The below matrix helps organizations build a robust, prioritized, and strategic cybersecurity posture while ensuring risks are managed comprehensively by implementing controls that reduces the probability while minimising the impact. Key Takeaways from the Matrix 1. Multi-layered Security: Many controls address multiple attack types, emphasizing the importance of defense in depth. 2. Balance Between Probability and Impact: Controls like patch management and EDR reduce both the likelihood of attacks (probability) and the harm they can cause (impact). 3. Tailored Controls: Some attacks (e.g., DDoS) require specific solutions like DDoS protection, while broader threats (e.g., phishing) are countered by multiple layers like email security, IAM, and training. 4. Holistic Approach: Combining technical measures (e.g., WAF) with process controls (e.g., training, third-party risk management) creates a comprehensive security posture. This matrix can be a powerful tool for understanding how individual security controls align with specific threats, helping organizations prioritize investments and optimize their cybersecurity strategy. Cyber Security News ®The Cyber Security Hub™

The difference between chaos and control? One simple tool: the Risk Matrix. 📊 Project managers don’t fear uncertainty; we manage it. Here’s the secret weapon: Likelihood x Severity = RISK SCORE Example: Very High Likelihood (5) × Moderate Severity (3) = High Risk (15) 🛑 Now why does this matter? Because without a Risk Matrix, you're basically skydiving without a parachute. Here's what this tool unlocks for you: ✅ Early Warning System – Catch threats before they explode into problems. ✅ Prioritization – Focus your team where it truly matters. ✅ Smarter Resource Allocation – Don't throw money at what won't move the needle. ✅ Clearer Communication – Get everyone from interns to executives on the same page. ✅ Confident Decision-Making – Trade gut feelings for informed strategies. ✅ Continuous Improvement – Track, learn, adapt, repeat. 📌 Whether you're managing a 5-person project or a global rollout, the Risk Matrix isn't optional, it’s essential. Use it. Master it. Watch your project execution level up.