Risk Assessment In Investment Portfolios

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  • View profile for David Carlin
    David Carlin David Carlin is an Influencer

    Turning climate complexity into competitive advantage for financial institutions | Future Perfect methodology | Ex-UNEP FI Head of Risk | Open to keynote speaking

    185,532 followers

    Climate-related disasters may cause $12.5 TN in losses by 2050. How are investors preparing? This powerful new methodology from Institutional Investors Group on Climate Change (IIGCC) offers a way forward and includes a data tool as well. What to know: -The new Physical Climate Risk Appraisal Methodology (PCRAM 2.0) was designed for real-asset developers, managers, and capital providers. -It is applicable to both public and private sector assets and is geography agnostic. -The methodology combines insights from climate science, engineering, and finance to support a user to incorporate PCRs into asset appraisal. -PCRAM 2.0 is relevant to investment decision-makers, offering practical applications for both institutional investors and businesses to consider as they navigate uncertainty. Benefits for Investors: 1. Standardisation: Provides a consistent process for evaluating and managing investments in climate-resilient Real Estate and Infrastructure. 2. Risk and Opportunity: Focuses on resilience benefits like predictable cash flows, enhanced credit quality, and efficient long-term cost management. 3. Efficient Resource Management: Encourages a holistic approach to risk management, ensuring effective resource allocation for building resilient assets. 4. Building Investor Knowledge: Helps institutional investors navigate uncertainty Explore the methods, the data tracker, and share your thoughts here: https://lnkd.in/eKMdBSwj #climaterisk #climatefinance #investors #physicalrisk

  • View profile for Sébastien Page
    Sébastien Page Sébastien Page is an Influencer

    Co-Head of Global Investments and Chief Investment Officer at T. Rowe Price | Author: “The Psychology of Leadership” (Harriman House)

    59,231 followers

    Tail risk-aware investors: 1. Don’t blindly rely on full-sample correlations for portfolio construction 2. Give scenario analysis a meaningful role in asset allocation decisions 3. Use these downside scenarios to estimate the investors’ risk tolerance 4. Use portfolio optimization tools that account directly for left-tail risks 5. Beware of “diversification free lunches” in privately held asset classes 6. Evaluate interest rate risk and its impact on stock-bond diversification 7. Seek asset classes that provide upside “unification”/anti-diversification 8. Consider active risk management strategies: ▪️ Hedges with put options and proxies ▪️ Strategies that embed short positions ▪️ Momentum-based factors or strategies ▪️ Actively-managed absolute return alts ▪️ Managed volatility overlays/strategies ▪️ Strategic or tactical cash allocations [From the book Beyond Diversification. This is not investment advice.]

  • View profile for Robert Gardner

    CEO & Co-Founder @Rebalance Earth | Turning nature into contracted, long-duration infrastructure | Deploying £10bn for UK resilience

    31,771 followers

    Recently, I discussed El Niño and asked whether our portfolios remain aligned with today’s changing climate. The Institute and Faculty of Actuaries’ latest Planetary Solvency: Tipping into the wild unknown report expands on this question and its impact on asset values, future investment returns and members' future livelihoods. Trustees are not expected to be ecologists, but nature risk is now a core part of investment decision-making and governance. At your next Strategic Asset Allocation review. Ask your investment consultant how nature risk is currently reflected in  - Portfolio assumptions,  - scenario analysis,  - stewardship, and  - Real asset allocations. Also, discuss where the approach should be strengthened as data and market practices evolve. Three key findings from the report to consider at your next trustee away day. 1. Nature risk is becoming measurable. Tools such as ENCORE, IBAT, NatureMetrics, and NatureAlpha are advancing rapidly. Scottish Widows, in collaboration with Zoological Society of London (ZSL), has published assessments of nature-related exposure in pension portfolios. While the data is not perfect, perfect data has never been required for effective risk management. 2. Models alone will mislead you. Nature impacts are long-term, non-linear, and interconnected with food, water, supply chains, and inflation. Quantitative models that exclude compound shocks, feedback loops, and tipping points may provide a misleading sense of security. Water is a good example. - Too much water shows up as floods, damaged infrastructure, insurance losses and disrupted transport. - Too little water shows up as drought, crop stress, cooling constraints, operational disruption and pressure on energy systems. - Too dirty water shows up as pollution, public health risk, regulatory penalties and rising treatment costs. These are not isolated environmental issues; they represent interconnected financial pathways. Water is just one example. Food systems, pollinators, and ecosystem thresholds present similar risks. Narrative scenarios should complement quantitative analysis. 3. This is systemic. Biodiversity loss influences inflation, sovereign stability, insurance markets, and long-term growth. If ecosystem services are mispriced, risk is also mispriced, which exposes member outcomes. Trustees should consider asking their investment consultant the following four questions: - Where are we exposed? - Where are we resilient? - Where do our models create false comfort? And where should we adapt before risks crystallise? Because nature is not outside your portfolio. It underpins it. Congratulations to Aled Jones, Georgina Bedenham Mary Goldman André Ranchin Nick Spencer Ian Trim, PhD for this excellent report. IFoA report: Planetary Solvency: Tipping into the wild unknown https://lnkd.in/em8nQ9tN

  • View profile for Alex Joiner
    Alex Joiner Alex Joiner is an Influencer

    PhD (Econometrics) | B.Ec (Hons 1) | GAICD | Chief Economist | Macroeconomics | Financial markets | Asset Allocation | Commentator | Speaker @IFM_Economist

    30,102 followers

    A new paper from IFM Investors on the role private market assets can play in supporting risk adjusted returns through unanticipated swings in the economic cycle. Summary: Elevated geopolitical risks and heightened uncertainty have made it increasingly difficult to anticipate the future and invest accordingly. In our view, traditional portfolio construction approaches yield portfolios that are sub-optimally positioned to navigate this new investment paradigm. We apply advanced machine learning techniques to assess the relationship between key macro factors and asset performance to identify strategies to build more robust portfolios. Our approach significantly outperforms traditional factor estimation methods, includes both private and public markets, and takes into account the returns smoothing of private assets to improve comparability across private and public markets. We find clear evidence that higher private market exposures are desirable and result in increased portfolio resilience to broad macro volatility, better insulation against specific macro risks, improved overall portfolio robustness, and enhanced through-the cycle risk-adjusted returns. IFM Investors Economics & Research Frans van den Bogaerde, CFA and Christopher Skondreas. With Matthew Tsiglopoulos #privatemarkets #unlistedinfrastructure #investment #portfolio #assetallocation #macroalpha #macrobeta #machinelearning

  • View profile for Antonio Vizcaya Abdo

    Turning Sustainability from Compliance into Business Value | ESG Strategy & Governance Advisor | TEDx Speaker | LinkedIn Creator | UNAM Professor | +127K Followers

    127,823 followers

    Business Climate Resilience 🌎 Climate-related disruptions are increasing in frequency and severity, creating material risks for business operations, supply chains, and local communities. Addressing these challenges requires a structured and forward-looking approach to climate resilience. The World Economic Forum presents a framework that outlines ten key actions across three pillars: enhancing resilience, capitalizing on opportunities, and shaping collaborative outcomes. These actions are designed to help organizations avoid economic loss, drive sustainability-linked value, and strengthen systemic responses. Enhancing resilience involves asset-level climate hazard mapping, crisis response planning, and contingency strategies for workforce productivity during extreme weather. Addressing single points of failure and diversifying service delivery and supply chain models is essential to minimize operational disruption. Capturing new opportunities requires understanding long-term consumption shifts, adapting local business models, and directing R&D toward sustainable materials, circular models, and resilient infrastructure. Climate-smart portfolio strategies can position climate adaptation as a source of competitive advantage. Systemic resilience depends on coordinated action across the value chain. Collaboration with public, private, and grassroots stakeholders can unlock shared value frameworks, support regenerative practices, and enable the deployment of early warning systems and nature-based financial mechanisms. To operationalize these priorities, businesses are encouraged to activate key enablers within 24 months. These include integrating climate risk into enterprise risk management, conducting detailed audits of capabilities, and aligning capital investment decisions with resilience objectives. Data intelligence, scientific partnerships, and responsible use of technology—particularly AI—will be critical to improve foresight, enable adaptive planning, and enhance the quality of strategic decision-making in the context of escalating climate volatility. #sustainability #sustainable #business #esg

  • View profile for Mahmood Noorani
    Mahmood Noorani Mahmood Noorani is an Influencer

    CEO @ Quant Insight | M.Sc. in Economics | LinkedIn TOP VOICE | Talk about equities, risk, macro & Ai

    12,515 followers

    It is perhaps surprising that even today, MACRO RISK accounts for over 50% of total portfolio risk for a representative US equity portfolio 👉 As the chart shows, the macro risk % of total risk has moved sharply higher in times of macro volatility The recent peak was 2022 (macro risk was 65% of total risk) and since late 2023 macro risk has been declining as idiosyncratic forces (#nvidia #ai #mag7) started to rise and as the #fed finished hiking rates 🚨 But macro risk still accounts for over 50% of the total risk of a portfolio made up of the #GoldmanSachs Very Important Positions ETF (#GVIP) constituents 👉 Macro still matters It is possible to break down this Macro Risk into its pieces and run a full attribution. The risk model underneath this chart is very similar to traditional equity factor risk models. In fact, it is entirely interoperable with these types of models. The difference is that macro factors (macro factor returns) are used. These are de-correlated and then related to portfolio (or indeed single stock) returns. A wide range of macro factors are used (including daily real GDP estimates). A variance -covariance matrix is used to generate Total Risk. The result is the "macro DNA" of your porfolio. 👉 And the message here is that macro is still impacting daily returns and overall risk. It is interesting to look at return attribution (not shown) - where you can see what part of returns was explained by macro factors ("non-specific") and what portion came from other sources ("specific risk") A greater focus on macro factor risk seems to be an emerging trend in among equity investors and equity long/short funds in particular over the last few years. Many funds have started to implement macro risk solutions. 👉 It would be very interesting to get any thoughts from equity investors on whether they feel understanding their macro risk is a challenge, how this is being handled and how best practice in this area is evolving

  • View profile for Priyanshu Pandey

    Wealth & Portfolio Management | Investment Strategies | Financial Planning | Equity Research | Financial Analysis | Risk Management | NISM Series VIII Certified

    57,021 followers

    𝐓𝐡𝐢𝐧𝐠𝐬 𝐭𝐨 𝐊𝐞𝐞𝐩 𝐢𝐧 𝐌𝐢𝐧𝐝 𝐃𝐮𝐫𝐢𝐧𝐠 𝐏𝐨𝐫𝐭𝐟𝐨𝐥𝐢𝐨 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬: 1. 𝐀𝐬𝐬𝐞𝐭 𝐀𝐥𝐥𝐨𝐜𝐚𝐭𝐢𝐨𝐧 Is the portfolio diversified across asset classes (equity, debt, gold, etc.)? Proper allocation reduces risk and improves stability. 2. 𝐑𝐢𝐬𝐤 𝐯𝐬. 𝐑𝐞𝐭𝐮𝐫𝐧 Look beyond just returns. Assess risk-adjusted returns using Sharpe Ratio, Treynor Ratio, and Jensen’s Alpha. 3. 𝐏𝐨𝐫𝐭𝐟𝐨𝐥𝐢𝐨 𝐁𝐞𝐭𝐚 Understand the portfolio’s sensitivity to market movements. High beta = higher volatility. 4. 𝐏𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐁𝐞𝐧𝐜𝐡𝐦𝐚𝐫𝐤𝐢𝐧𝐠 Compare returns against relevant benchmarks (like Nifty 50, Sensex, etc.). Outperformance or underperformance gives valuable insights. 5. 𝐆𝐨𝐚𝐥 𝐀𝐥𝐢𝐠𝐧𝐦𝐞𝐧𝐭 Does the portfolio align with the investor’s financial goals, time horizon, and risk appetite? A high-return portfolio isn’t useful if it doesn’t meet the purpose. 6. 𝐑𝐞𝐛𝐚𝐥𝐚𝐧𝐜𝐢𝐧𝐠 𝐅𝐫𝐞𝐪𝐮𝐞𝐧𝐜𝐲 Check if the portfolio is rebalanced regularly to maintain desired allocation. Market movements can distort the original strategy. 7. 𝐄𝐱𝐩𝐞𝐧𝐬𝐞 𝐑𝐚𝐭𝐢𝐨𝐬 𝐚𝐧𝐝 𝐂𝐨𝐬𝐭𝐬 High expense ratios or hidden charges can eat into your returns. Analyze net returns after costs. 8. 𝐓𝐚𝐱 𝐄𝐟𝐟𝐢𝐜𝐢𝐞𝐧𝐜𝐲 Understand the tax implications of short-term and long-term capital gains. Opt for instruments that are more tax-efficient, where possible. 9. 𝐋𝐢𝐪𝐮𝐢𝐝𝐢𝐭𝐲 𝐨𝐟 𝐈𝐧𝐯𝐞𝐬𝐭𝐦𝐞𝐧𝐭𝐬 Can the investments be liquidated quickly in case of emergencies? Illiquid assets may pose a problem during urgent needs. 10. 𝐂𝐨𝐧𝐬𝐢𝐬𝐭𝐞𝐧𝐜𝐲 𝐨𝐟 𝐏𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 Is the portfolio consistently delivering returns over time? Avoid portfolios that rely on one-off gains. Follow: Priyanshu Pandey #PortfolioAnalysis #InvestmentTips #FinancialPlanning #AssetAllocation #RiskManagement #PersonalFinance #WealthManagement

  • View profile for Diipesh Daghha, MBA (Fin), QPFP®

    Transform Your Savings to Wealth: Personalized Solutions for Ambitious Professionals | Founder - GrowthQuest | AMFI Registered Mutual Fund & SIF Distributor (ARN-167068)

    2,889 followers

    "𝗠𝗼𝘀𝘁 𝗽𝗲𝗼𝗽𝗹𝗲 𝗼𝗻𝗹𝘆 𝗹𝗼𝗼𝗸 𝗮𝘁 𝗿𝗲𝘁𝘂𝗿𝗻𝘀. 𝗕𝘂𝘁 𝗶𝘀 𝘁𝗵𝗮𝘁 𝗿𝗲𝗮𝗹𝗹𝘆 𝘁𝗵𝗲 𝘄𝗵𝗼𝗹𝗲 𝗽𝗶𝗰𝘁𝘂𝗿𝗲?" 🤔 Chasing only high returns is like focusing only on the speed of your car without checking fuel levels, engine health, or your final destination. 🚗💨 In long-term investing, wealth creation hinges on several key factors. Here are the seven most important factors: 𝟭. 𝗖𝗹𝗲𝗮𝗿 𝗙𝗶𝗻𝗮𝗻𝗰𝗶𝗮𝗹 𝗚𝗼𝗮𝗹𝘀 Setting specific financial goals (like buying a house, retirement, or children’s education) helps you plan and stay focused. Example: Knowing you need ₹1 crore for your child's education in 15 years helps you choose the right investments to meet this target. 𝟮. 𝗧𝗶𝗺𝗲 𝗛𝗼𝗿𝗶𝘇𝗼𝗻 The duration you plan to stay invested impacts your investment choices. Longer horizons can handle more risk for potentially higher returns. Example: If you have 20+ years until retirement, you can afford to invest heavily in equity, as you have time to ride out market volatility. 𝟯. 𝗔𝘀𝘀𝗲𝘁 𝗔𝗹𝗹𝗼𝗰𝗮𝘁𝗶𝗼𝗻 Diversifying across asset classes (equity, debt, gold etc.) reduces risk and optimizes returns. Example: A mix of 60% equities, 30% debt, and 10% gold can help you diversify and stabilize your portfolio, catering to different market conditions. 𝟰. 𝗥𝗲𝗴𝘂𝗹𝗮𝗿 𝗜𝗻𝘃𝗲𝘀𝘁𝗺𝗲𝗻𝘁𝘀 Consistent investing, such as via SIPs (Systematic Investment Plans), leverages the power of compounding and reduces market timing risks. Example: Investing ₹10,000 monthly in an equity mutual fund over 20 years can grow significantly through the compounding effect. 𝟱. 𝗥𝗶𝘀𝗸 𝗠𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁 Understanding your risk tolerance and adjusting your investments accordingly protects you from making panic decisions during market downturns. Example: If you can't handle the volatility of equity, balancing with safer debt funds can help maintain peace of mind. 𝟲. 𝗣𝗮𝘁𝗶𝗲𝗻𝗰𝗲 𝗮𝗻𝗱 𝗗𝗶𝘀𝗰𝗶𝗽𝗹𝗶𝗻𝗲 Wealth creation is a long journey. Staying invested through market ups and downs is key to compounding returns. Example: Investors who stayed invested during market crashes and didn't panic sell (like in 2008 or 2020) benefited from subsequent market recoveries. 𝟳. 𝗥𝗲𝘁𝘂𝗿𝗻𝘀: 𝗙𝗼𝗰𝘂𝘀 𝗼𝗻 𝗖𝗼𝗻𝘀𝗶𝘀𝘁𝗲𝗻𝗰𝘆 Chasing high returns can lead to risky decisions, but aiming for steady, consistent returns helps build wealth over time without unnecessary stress. Example: Aiming for consistent returns of 10-12% annually in a diversified portfolio can help you achieve your financial goals without any stress, even if it means avoiding trendy but volatile investments. Focusing on these seven pillars can set you on a path to long-term financial success. Instead of chasing quick gains, build a sustainable, well-rounded strategy that stands the test of time. Are you focusing on high returns or building a resilient investment strategy for the long haul? Take a moment to rethink your approach. 💭

  • View profile for Alpesh B Patel OBE
    Alpesh B Patel OBE Alpesh B Patel OBE is an Influencer

    Asset Management. Great Investments Programme. 18 Books, Bloomberg TV alum & FT Columnist, BBC Paper Reviewer; Fmr Visiting Fellow, Oxford Uni. Multi-TEDx. UK Govt Dealmaker. alpeshpatel.com/links Proud son of NHS nurse.

    30,165 followers

    Your pension portfolio should give you zen like calm, poise and balance. However, the essence of successful investing lies not merely in picking winning stocks but in how these stocks interact within a portfolio. A well-constructed portfolio should include stocks that rise and fall at different times, creating a smoother, more stable return over time. This concept, known as diversification, is crucial for mitigating risk and achieving consistent long-term investment success. Understanding the Nature of Market Volatility Stock markets are inherently volatile, driven by a complex interplay of factors such as economic cycles, interest rates, geopolitical events, and investor sentiment. For instance, technology stocks might surge during periods of innovation and economic expansion but could suffer during market downturns or regulatory challenges. Conversely, stocks in more defensive sectors, such as consumer staples or utilities, tend to remain stable or even appreciate when the economy slows, as the demand for their products is less sensitive to economic forces. The Role of Correlation in Diversification Correlation is a statistical measure that describes how two assets move in relation to each other, with a correlation coefficient ranging from +1 to -1. A correlation of +1 indicates that the assets move in perfect sync, while a correlation of -1 means they move in opposite directions. A correlation of 0 suggests no relationship between the movements of the assets. In a well-diversified portfolio, the goal is to include assets with low or negative correlations. For example, when technology stocks like Microsoft rise due to an economic boom driven by innovation, energy stocks like ExxonMobil might fall if the same boom suppresses oil prices. Conversely, during periods of economic contraction, energy stocks might perform well due to rising oil prices, even as tech stocks decline. This dynamic allows for a more stable overall portfolio performance, as the opposing movements of non-correlated assets help to smooth out returns. The Evolution of Diversification Theory The concept of diversification through non-correlated assets is not new. It dates back to the work of Harry Markowitz, who introduced Modern Portfolio Theory (MPT) in 1952. In his seminal paper “Portfolio Selection,” Markowitz demonstrated how combining assets with low or negative correlations could reduce portfolio risk while maintaining expected returns. His work laid the foundation for the idea that a diversified portfolio offers the best risk-return trade-off, a principle that remains central to investment theory today (Markowitz, 1952).

  • View profile for Maximo Torero

    Chief Economist at FAO

    8,484 followers

    Agrifood systems are increasingly facing systemic risks. It’s not only the shocks themselves but the lack of diversification that can turn a local disruption into a global crisis. With 673 million people undernourished in 2024 and 2.285 billion facing moderate or severe food insecurity, resilience is no longer optional. Focus on three major risks: 1. Biological threats. Pests and diseases are reducing crop yields. In a world of monocultures and genetic uniformity, a single pathogen can destabilize an entire value chain. Modeling of Asian Soybean Rust suggests potential yield losses of 30% in temperate zones and up to 50% in tropical zones, with global income losses of $54-59 billion per year. 2. Nuclear risk. Even a regional nuclear conflict could trigger global cooling, shorten growing seasons, and lead to double-digit declines in staple crop production. This could result in a systemic global food shock, amplified by panic-driven trade restrictions and market instability. 3. Logistical chokepoints. Potential disruptions in the Suez or Panama canals force rerouting, raise fuel and insurance costs, increase emissions, and reduce the system’s capacity to respond to shocks. Markets will adjust, but at high costs. Modeling suggests global annual income losses could be as much as $91-95 billion, including $18-19 billion linked directly to food trade. International trade is not the problem; it’s part of the solution. It pools risks and stabilizes supply. But specialization without diversification can leave countries dangerously exposed. Resilience means two things: First, be preventive by managing agrifood risk as a portfolio by diversifying sourcing, strengthening domestic capacity, and investing in early warning systems, insurance and one health. Second, build absorption capacity by having social protection systems in place for the most vulnerable population. Also invest in innovation and technology to have more weather resistant crops, better management of water, and more access to trade and finance tools. If countries treat agrifood systems as essential infrastructure – like energy or transport – they can reduce the cost of volatility and disruption, while protecting food security. 

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