Risk Assessment In Investment Portfolios

Looks the same? Think again. Two solar systems. Same size. Very different risks. We recently released a white paper that reveals a critical—but often overlooked—factor in system design: connector configuration. At first glance, two 1 MW PV systems may look identical. But dig deeper, and the risk profile can differ by a factor of 20. Yes—20 times the risk, depending on the combination of: - Factory-made vs. field-made connectors - Selection of MLPEs - Module lead lengths - Jumper and home run configurations In one example, a system using short-lead modules and extensive MLPEs required over 4,000 field-made jumpers. The resulting normalized risk score? 19. By contrast, a system with well-matched components, sufficient leads, and fewer field terminations scored just one. This analysis isn’t hypothetical. It’s grounded in data and real-world design choices that impact safety, reliability, and long-term performance. If you’re designing or specifying PV systems, this is essential reading.

Is Tracking Your Risks a Challenge? Learn how to develop and manage a risk register to take control of uncertainty. A risk register can help identify, assess, and manage risks. You can design it to manage organizational risks or for a specific project. It is a document or system that captures all identified risks, their status, and their management strategies. Developing and maintaining a risk register is an ongoing process that requires attention and updates. It helps organizations and project teams proactively manage risks and minimize their potential impact. During my corporate career, we diligently maintained a risk register. The risk we mitigated was worth the time and effort: 1- Consolidated all identified risks, their assessments, and mitigation 2- Provided a clear understanding of potential risks 3- Accountability for managing each risk 4- Helped identify risks early and minimize impact. 5- Regular updates ensured it remained relevant Here's how you can develop a risk register and manage risk: ✅ Components of a Risk Register • Risk ID • Risk Description • Risk Category • Likelihood • Impact • Risk Score • Risk Owner • Mitigation Strategies • Contingency Plans • Status • Date Identified • Last Updated ✅ 7 Steps to Developing it: - Identify Risks - Describe Risks - Assess Risks - Assign Risk Owners - Mitigation Strategies - Contingency Actions - Monitor and Update 📌 Tip: Create a risk register that is easy to maintain. How do you ensure your organization stays ahead of risks—do you rely on a risk register or other methods? #MAKAlpha ----------------------------- - Follow Abdul Khaliq + 🔔 - Sharing 20+ years of journey. - Providing Fractional CFO/Controller services to SMEs. - Download my work by visiting my profile.

Cash bond yields tempt. The small print is duration. You earn carry, but you also wear a long fuse. When the back end twitches, months of income can vanish in a day. That’s not drama. That’s math. Here’s the uncomfortable truth: most investors don’t choose duration; spreads choose it for them. A tight spread on a long bond feels safe until rates move. Then you find out your “income” was leverage in disguise. If you can’t hold through a rate shock, you didn’t buy yield. You rented risk. Carry you can keep beats yield you can’t hold. I’d rather own short-dated IG with clean balance sheets than stretch for a few extra basis points in long HY with thin covenants. I want duration where I pick it, not hidden inside credit. If I add length, I pair it with liquid hedges and clear exits. Pride doesn’t pay coupons. Cash does. The curve still matters. Front end gives you carry and optionality. The belly can work when cuts arrive on schedule, not hope. The very long bond is a tool, not a home. Use it for a reason: liability matching, a hedge, or a defined trade. Not because the yield looks neat on a slide. Know your DV01. If you don’t know how much a 25–50 bp move costs you, you’re not managing risk. You’re guessing. A portfolio that bleeds on small rate moves won’t be around for the big win. Size like you plan to survive boredom and shock. Credit spreads look calm—until they don’t. They don’t give you a countdown. They gap. If growth cools or policy bites, refinancing risk shows up fast at the weak end. That’s when owning quality feels “boring” right up until it saves the month. Boring is a strategy. Tactics I like now: keep a T-bill sleeve for dry powder. Skew to short IG over long HY. Add a measured belly position where valuations are fair. Use simple hedges instead of cute structures you can’t exit. If volatility is cheap, rent some. If it’s rich, cut size and wait. And remember: income is not a trophy. It’s a stream that needs defense. Rebalance winners. Trim length into rallies. Add only when the tape gives you paid risk, not just risk. The goal is steady compounding, not yield cosplay. Are you choosing duration, or is it choosing you? What’s your portfolio DV01 on a 50 bp bear steepener? Which bonds still pay you for the credit risk? Where would you cut first if the long end jumps? What lets you hold through a bad week without panic? For more see our Nomura CIO Corner: https://lnkd.in/e4TCax_g Appreciate @Tathagata @Anuragh @Dhrumil for the sharp back-and-forth #fixedincome #bonds #rates #duration #yield #credit #carry #treasuries #riskmanagement #portfolio #CIO #Nomura

BEYOND THE CLIMATE: MULTIPLE SOURCES OF RISK IN AGRICULTURE IN THE UNITED STATES, BRAZIL, AND ARGENTINA by Silvina Cabrini, Joana Colussi, Gary Schnitkey, and Scott Irwin DATE: January 13, 2025 SUMMARY: The main sources of risk identified by crop producers in the U.S. Midwest, Southern Brazil, and Argentina’s Pampas varies across regions. Understanding the different sources of risk affecting agricultural activities is valuable for improving policy design, facilitating the adoption of innovations, and evaluating the sustainability of production systems. Governments, non-governmental organizations (NGOs), and other stakeholders can allocate resources more efficiently when they understand which risks are of greatest concern to farmers. Farmers identify multiple sources of risk for their businesses. Therefore, it is essential to consider multiple risks simultaneously when evaluating the risk levels of production systems. This can be achieved by integrating risk assessment tools, such as stochastic simulation models and scenario analyses. LINK: https://lnkd.in/gsQi4keQ #climate #agriculture #risk #US #Brazil #Argentina #farmers #weather #markets #prices

A Risk Register Is Not a List of Hazards It’s a decision-support tool. Too often, risk registers become passive inventories—long lists of concerns with vague labels and no real connection to business priorities. That’s a missed opportunity. In a mature risk program, every risk entry is anchored to a decision. Whether it's about cloud migration, vendor selection, or treatment investments, the register only earns its keep if it's helping decision-makers weigh tradeoffs under uncertainty. Attached is a screenshot of a model risk register I use in quantitative programs. It’s transposed to fit on one screen and includes: - 90% confidence intervals for frequency, impact, and ALE - Inherent vs. residual estimates - Risk reduction per unit cost (RRPUC) - And—most critically—the decision each risk is meant to inform You don’t need math—or even numbers—to apply this mindset. Even in so-called 'qualitative' programs, recording the decision context for each risk strengthens alignment, traceability, and accountability. More important, it transforms the risk register from a compliance artifact into a living instrument for real-world decision-making. #RiskManagement #DecisionSupport #IRM #QuantitativeRisk #FAIR #GRC #RiskRegister #CyberRisk Linda Fry Tony Martin-Vegue FAIR Institute

Eat Humble Pie: Does Your Risk Management Admit What It Doesn’t Know? Most risk management systems don't explicitly address what we don’t know. They identify risks, assign probabilities, assess exposures, and give decision-makers the impression that everything is known. The harsh truth is that we rarely explicitly acknowledge what we don’t know. Instead of hinting at deep uncertainties, knowledge gaps, and unknowable risks, we quietly suggest that all relevant risks have been identified, assessed, and reported. Indeed, risk management works reasonably well for risks where we have data, experience, and recurring patterns. In this comfort zone, we can estimate probabilities, model expected and unexpected losses, and report our findings confidentially. But do we also report what we don’t know? Do we admit that we have very low confidence in some risk assessments? Acknowledging the limits of our risk knowledge is not a flaw; it’s a strength. Transparency about what is known, unknown, and unknowable fosters trust. Mature risk management doesn’t pretend to know everything. It eats humble pie. It admits what’s outside our “small world”, and prepares for the unthinkable anyway. So, how can risk managers deal with what they don’t (and can’t) know? It's worth noting that most widely used frameworks, including ISO 31000 and COSO ERM, do not explicitly address the issue of unknown risks or ontological uncertainty. Similarly, most risk management software tools provide limited guidance on how to address the unknown. Here are three practical steps: 1. Explicitly admit the unknown. Acknowledge in risk reports and, far more importantly, when informing decisions that not all risks can be identified or quantified. Add a brief note stating that the register reflects known risks, but acknowledges that the risk landscape may also encompass emerging or unknown risks that lie beyond current knowledge and understanding. 2. Add confidence levels to your risk estimates. For key risks, include a confidence rating or uncertainty band. This highlights where estimates are based on solid data, a well-specified risk where the “rules of variability” are known (“small world problems”), and where they rely more on judgment or mere assumptions with significant divergence between experts. 3. Prepare for the unknown. Shift part of the risk strategy (and resources) from prediction to resilience. For tail risks, ask not “how likely is this?” but “can we afford it if it happens?” Build buffers, stress-test against extreme scenarios, and consider precautionary measures such as insurance, diversification, or strategic reserves to mitigate potential risks. In this sense, risk managers should learn (and dare!) to say: Here’s what we know. And here’s what we don’t. “When did risk management lose its humility and become a discipline of professional overconfidence?” I am wondering quietly. Institut für Finanzdienstleistungen Zug IFZ Lucerne University of Applied Sciences and Arts

A Risk Register: Your Most Powerful Risk Management Tool Every organization faces uncertainty. The question is — how well are you tracking it? A Risk Register is not just a spreadsheet. It’s a living document that enables teams to systematically identify, evaluate, and manage risk in real-time. Whether you’re leading a project or running an entire enterprise, maintaining a dynamic risk register is a critical success factor. Here’s how to build and maintain a risk register effectively: 1. Identify Risks Start by gathering input from past projects, lessons learned, and expert checklists. This creates a solid foundation for your risk list. 2. Describe Risks Each risk should have a clear, concise, and specific description. Categorize it (e.g., financial, operational, compliance) to understand context and relevance. 3. Assess Risks Evaluate the likelihood of occurrence and impact on the organization. Multiply these to get the risk score, which helps in prioritization. 4. Assign Risk Owners Every risk needs a clearly accountable owner — someone with the authority and resources to manage the risk actively. 5. Mitigation Strategies Define actions to reduce risk likelihood or impact. These should be practical, time-bound, and regularly reviewed. 6. Contingency Actions If a risk does occur, what’s the backup plan? Contingency plans ensure the organization responds swiftly and with confidence. 7. Monitor & Update Risks evolve. So should your register. Regularly track status (open, in progress, closed), update actions, and reassess risk scores. ⸻ Pro Tip: A great risk register includes: • Risk ID • Category, Likelihood, Impact, Score • Owner, Mitigation, Contingency Plans • Dates (identified & last updated) • Status Bottom line: A well-maintained risk register turns uncertainty into manageable insight. It aligns teams, informs strategy, and protects value. #RiskManagement #RiskRegister #EnterpriseRisk #ProjectManagement #Governance #InternalControls #ERM #Compliance #OperationalRisk #Leadership #Strategy #Mitigation #RiskAwareness #ContingencyPlanning

CCS and Blue Hydrogen: Unproven Technology and Financial Risk A new report by David Schlissel, Director of Resource Planning Analysis at the Institute for Energy Economics and Financial Analysis (IEEFA), raises serious concerns about the viability of blue hydrogen projects. Key Takeaways: 1️⃣ Carbon capture technology is unproven at scale: Existing commercial-scale CCS projects have not achieved the high capture rates (95%+) needed to make blue hydrogen financially viable or environmentally sound. Data on actual capture rates and costs is often not publicly available. 2️⃣ Blue hydrogen is not clean or low carbon: Current carbon intensity calculations significantly underestimate the true climate impact due to reliance on flawed assumptions about methane emissions and carbon capture rates. 3️⃣ Significant financial risks for investors: High and rising CO₂ capture costs, coupled with natural gas price volatility, pose substantial financial risks. 4️⃣ Substantial market risks: Government focus is on increasing hydrogen supply, not creating demand. Competition from electrification and other alternatives is growing, shrinking the potential market for blue hydrogen. There is no guarantee of sufficient customer demand to support large-scale blue hydrogen production. Challenges: ✴️ Achieving the required high carbon capture rates. ✴️ Managing escalating CO₂ capture costs. ✴️ Mitigating the risks of natural gas price volatility. ✴️ Securing a viable market for blue hydrogen in the face of competing technologies and uncertain demand. ✴️ Public acceptance and permitting of CO2 pipelines and storage facilities. Opportunities: ✅ Further research and development of more efficient and cost-effective carbon capture technologies. However, this is a long-term prospect with no guarantee of success. ✅ Development of clear policies and incentives to create demand for blue hydrogen, if its production can indeed be shown to be genuinely low-emission. ✅ Honest assessments of the true lifecycle emissions and costs of blue hydrogen production, using realistic assumptions, to inform investment decisions and policymaking. #BlueHydrogen #CCS #Hydrogen #Energy #ClimateChange #MarketRisks #CarbonIntensity #CO2Cost

There is a $50 trillion asset class where soil condition is largely invisible. Global farmland is worth roughly $50 trillion. Banks lend against it. Insurers underwrite it. Investors buy and sell it. Most do not assess soil condition at all. They look at location, crop history, and market comparables. But not the biological function or structural integrity of the asset itself. The sophisticated players use historical productivity as a proxy. But as the recent FAO report highlighted, degradation can be masked by high input use. Yields stay high even as soil function declines. Banks do evaluate inherent soil quality. Static traits like texture and classification. These factors shape long-term potential, so they get priced into Productivity Indexes. But they do not assess dynamic soil health – the living, manageable condition of the asset. And even the best analysts have no leading indicators that predict future performance. Two farms next to each other can have identical productivity histories but radically different trajectories. One has strong biological function and resilience to stress. The other is degraded and vulnerable. In a wet spring, the healthy farm drains and gets planted. The degraded farm stays waterlogged and triggers a multi-million dollar insurance claim for prevented planting. The financial system cannot see this differential until it shows up in the data. By the time it appears, the damage is done and capital has been mispriced. When performance is invisible or backward-looking, you cannot price forward risk. If you manage land or capital in agriculture, what indicators do you rely on today to assess soil condition? And where do you see blind spots? #SoilHealth #Agriculture #ClimateResilience #FAO #SoilDegradation #COP30 #COPSoil

I recently learned that NYSE American is considering raising the gross proceeds threshold for new IPOs to $10 million or greater. I applaud this move. While much of the conversation in the micro-cap IPO space has focused on NASDAQ and its hundreds of out-of-compliance "penny stock" listings, there were still 6 IPOs this year on the NYSE and 18 since 2022 with gross proceeds of less than $10 million. This year's return on the 6 IPOs is approximately -47%, and for the broader group, it is approximately -67%. Additionally, the volumes do not support the cost, risk, and complexity management teams undertake to maintain these listings. I have seen several posts claiming these deals were successful, but I'm not sure by what metric. I’m guessing investors (and perhaps the issuers themselves) may disagree. Exchange listing provides investors with an imprimatur of quality. It is incumbent upon exchanges to ensure that bankers, lawyers, and advisors are not using this to enrich themselves to the detriment of investors, issuers, and the health of the broader public markets. #lawfulbutawful OTC Markets Group