Portfolio Management

A portfolio spanning hundreds of operational sites should give you answers in seconds. This one required days just to ask the question properly. We worked on a programme where the data to run the estate existed, but lived across legacy systems that had grown independently over years. Each capturing what it needed in its own format with no shared solutions architecture connecting them. Asking something as straightforward as what is this portfolio costing to run meant - Manually extracting from multiple systems - Reconciling discrepancies - Compiling a report that was outdated before it reached the person who needed it. The architecture was never designed for the scale it was being asked to serve. We started with stakeholder sessions to understand what decisions people actually needed to make and what visibility they were missing to make them confidently. Not what the documentation said. What they struggled with every single week. We developed a bespoke data lifecycle and analytics platform using Agile Scrum. Real time dashboards surfacing property metrics, costs, and operational performance across the entire estate. GDPR compliant data protection built in from day one, not added later. Testing processes and aligned data assets so people could trust what they were seeing. We built with internal teams, not for them. Knowledge transfer throughout meant the capability stayed after we left. The results spoke for themselves. 1. Leaders gained real visibility across hundreds of sites for the first time. 2. Decisions that took days now took minutes. 3. Hidden inefficiencies became visible and fixable. 4. Data quality improved because ownership was finally clear. The broader insight is one we see repeatedly across large operational programmes. Systems get built to record. Not to connect. The value was always there. It was just trapped behind architecture that was never asked to do more than store. How much of your operational data exists but cannot be used fast enough to matter? #DataAnalytics #FacilitiesManagement #PublicSector

Just one month into 2026, a number of our base case projections for the Year Ahead have already materialized. But portfolio management goes beyond point forecasts. Now is a good time to review allocations, rebalance, and diversify—especially as geopolitical uncertainty and government intervention widen the range of possible market outcomes. So, what should investors do now to position for both a broadening opportunity set and growing risks of market volatility? -Commodities: We’ve increased our gold price target to USD 6,200/oz through September, and expect a modest decline to USD 5,900/oz by year-end. We favor up to a 5% portfolio allocation to gold as a long-term hedge against geopolitical risks. Silver remains highly speculative—so size allocations accordingly. -Currencies: Align portfolio currency with spending and liabilities. For larger investors, diversify across major currencies. Tactically, we see upside for the Chinese yuan, Australian dollar, and Norwegian krone versus the US dollar. -Tech and equities: Stay invested, but broaden exposure—beyond AI enablers to application-layer stocks, and across US sectors (financials, health care, consumer discretionary, utilities) and regions (Europe, China, Japan, US). -Fixed income: Tilt toward quality bonds and mid-curve duration; be cautious with long-duration exposure. -Alternatives: For risk-tolerant investors, add resilience with hedge funds (non-directional, discretionary macro, multi-strategy funds, merger arbitrage), private equity, real estate, and infrastructure. Market moves can create concentrated exposures that may require rebalancing. We believe a well-diversified core portfolio is the best way to position for uncertainty and protect and grow wealth. For more, read the latest CIO Alert “Taking stock and looking ahead”

Bond Portfolio Optimization New publication from Amundi Investment Institute. With Mohamed BEN SLIMANE, FRM, Amina Cherief, and Jiali Xu, we explore portfolio optimization applied to bonds. It has been a long time that I have wanted us to write a research article on this subject. Because bond portfolio optimization remains far less developed and adopted than equity and multi-asset portfolio optimization. But this could change with the growth of active fixed-income ETFs. This paper presents a comprehensive risk-return optimization framework, with and without a benchmark, under alternative risk factor models. We show how these models can be cast into linear and quadratic programming problems using the properties of quadratic and extended linear forms. The mathematical framework and associated numerical solutions are illustrated through several applications: ℓ₁ vs ℓ₂ tracking error volatility, common and specific risk decomposition, mean-variance efficient frontier, active management with carry, rolldown and repricing components, Markowitz optimization, portfolio decarbonization, the impact of clustering and bucketing, yield maximization, active share control, and the difference between model and investable portfolios. The paper also highlights the definition-dependence of window volatility and tracking error volatility, as well as the gap between ex-ante and ex-post tracking risk — ex-ante TE is generally overestimated for high-rated bond portfolios and underestimated for low-rated ones. The paper summarizes 10 years of bond portfolio optimization at Amundi (ESG, Climate, ETF, Credit). Here are the links to the research paper: https://lnkd.in/erbU9nzH https://lnkd.in/e8bvKvNE https://lnkd.in/eXA8kbaQ #amundi #optimization #Markowitz #bond #fixedincome #activeetf

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

Leverage never Sleeps As a portfolio manager, I’ve witnessed firsthand how 2025 has reshaped the private equity landscape. Recent financial press coverage highlights a growing trend: large institutional investors, facing a cash crunch, are increasingly borrowing against their private equity holdings to generate liquidity. This shift is not just a tactical response-it’s a strategic necessity in a market where traditional exits are few and far between. Why Are Exits Stalling? The private equity industry is built on the promise of value creation followed by profitable exits, typically through IPOs or M&A. Yet, the last several quarters have seen a dramatic slowdown in these exits. Weak IPO markets, rising interest rates, and now the heightened volatility triggered by President Trump’s tariff policies have all contributed to a challenging environment for dealmaking and portfolio company sales. As a result, investors are left holding assets far longer than anticipated, with distributions falling well below historical averages. Secondary Sales: Discounts and Caution With exits on pause, many investors are turning to the secondary market to offload their private equity stakes and rebalance portfolios. However, buyers are understandably cautious: the uncertainty around valuations and future cash flows means secondary transactions are happening at deep discounts to net asset value (NAV). The “denominator effect”-where falling public market values make private assets a larger slice of the portfolio-has only increased the pressure to sell, even at unattractive prices. Leverage as a Tool for Portfolio Efficiency In response, we’re seeing a surge in the use of leverage-specifically, net asset value (NAV) loans-by pensions and endowments. These loans allow investors to access cash without being forced to sell assets at a loss, providing flexibility to meet capital calls or seize new investment opportunities. While this introduces new risks, it’s become a vital tool for efficient portfolio management in today’s illiquid environment. Looking Ahead Market volatility and policy uncertainty are likely to persist, making liquidity management more critical than ever. Investors who can navigate these challenges-by using leverage judiciously, being opportunistic in the secondary market, and maintaining discipline in portfolio construction-will be best positioned to capitalize on the eventual rebound in exits and valuations. #PrivateEquity #PortfolioManagement #Liquidity #SecondaryMarket #NAVLoans #MarketVolatility #InvestmentStrategy #PEexits #AlternativeInvestments #FinancialStrategy Big investors borrow against private equity holdings amid cash crunch - https://on.ft.com/4jCwYmA via @FT

We had 100+ P&C solutions running at Nubank. Nobody had a complete view of what they all were, what problem each one was solving, or whether any of them were still working. The P&C Portfolio was built to solve that — not just for visibility, but for the discipline to make investment decisions with the same rigor we apply to any product. Today: 100 solutions mapped across the full employee journey. Every solution has an owner. Every solution has a metric. Every quarter, every solution has to justify its place in the portfolio. The hardest part wasn't building it. It was choosing the right metrics — not the easiest ones to track. Survey scores and training completion rates are proxies. The real shift was committing, from day one, to how we'd actually measure impact. When we started, only 26% of solutions had a key metric genuinely connected to the problem they were solving. After three months: 89%. We also deprecated 5 solutions — not because they were broken, but because the portfolio forced an honest conversation about real impact. And we found something we weren't looking for: white spaces and overlaps. Where we were over-investing. Where nothing existed at all. A portfolio isn't a reporting tool. It's a strategic management tool designed with a product mindset. When you can see every solution side by side — the problem it solves, the metric it owns, the gap it leaves — you stop managing initiatives and start designing a system. That's the real shift the product mindset brings to P&C: not better tracking, but better architecture. You can't reinvent what you can't see. And you can't make intentional decisions about the future of People & Culture — especially as AI reshapes every workflow — without first having a complete view of what you're building and the measurable outcomes you aim to achieve The portfolio is how we made P&C a real product discipline. Not a metaphor. What would your People team design differently if it could see the whole system at once?

Beyond the Brag: Building Your "Impact Portfolio" Before Promo Season Hits It's promo season at Google, and I'm helping colleagues craft their promo packets. This behind-the-scenes look reveals a crucial truth: building your "impact portfolio" before the pressure hits is key. The promo process at Google (and many other companies) involves telling a compelling story of your contributions, backed by evidence, to convince peers you deserve a promotion. It can sometimes feel like bragging. But waiting until promo season to gather evidence is like cramming for a final exam. Instead, let's approach our careers with a continuous "impact portfolio" mindset. ✨ Capture "Impact Moments" Regularly ✨ Don't wait for formal reviews. As you complete projects, launch initiatives, or solve complex problems, document the key details: what you did, the impact it had, and any quantifiable results. Think of it as your own personal "highlight reel." ✨ Reframe "Bragging" as Storytelling ✨ Self-advocacy isn't about showing-off; it's about telling a compelling story of your contributions. Focus on the "why" behind your work and the value it created. ✨ Seek Feedback Beyond Performance Reviews ✨ Proactively ask for feedback throughout the year. Not just on what you did, but on how you did it. This provides valuable insights into your strengths and areas for growth. ✨ Build Your Network ✨ Your network is your extended "impact portfolio." People who have witnessed your contributions firsthand can be powerful advocates. Nurture those relationships. ✨ Quantify Your Impact ✨ Whenever possible, use numbers and data to illustrate your accomplishments. "Increased efficiency by X%," "Saved the team Y hours," "Led to Z revenue." These metrics make your impact tangible. The goal isn't just to ace the promo packet. It's to build a consistent narrative of impact that reflects your growth and value over time. When it comes time to advocate for yourself, you won't be scrambling to remember your accomplishments. You'll have a rich portfolio of evidence, ready to tell your story. If you haven't started building your impact portfolio, there's no better time than now. Your future self will thank you.

The company had received an urgent order for a new medication, with a strict deadline due to a recent health crisis. Top management insisted on accelerating the production process to meet the urgent demand. Mike, the Operations head, remembered a similar situation from earlier career. In a bid to meet a tight deadline for a critical drug, the team had expedited the production. Although they met the deadline, the rushed process led to several batches failing quality control tests. The errors resulted in significant delays as they had to re-manufacture the batches, and the company faced scrutiny from regulatory bodies and lost trust with their customers. Confronted with a similar situation again, Mike knew the importance of balancing speed and accuracy. Prioritizing speed could mean risking product quality and safety, while focusing too much on accuracy might result in missing the critical deadline. 🎯 This situation highlights a common challenge in any business - The need to balance speed and accuracy. Speed refers to the quickness with which tasks are completed, while accuracy refers to the correctness and precision of those tasks. So how should one decide? Here are some pointers :- [1] Determine the urgency of the task. Analyze the potential consequences of errors. In high-risk situations, accuracy should take precedence. [2] Set Clear Priorities. What's the primary goal for the project/situation? Engage with key stakeholders to understand their expectations and ensure alignment on priorities. [3] Identify which tasks are mission-critical and require high accuracy, and which can be executed quickly without significant risk. [4] Allocate resources strategically, focusing more effort on accuracy for high-impact tasks while speeding up less critical ones. [5] Consider a phased approach to implementation. Start with a smaller, manageable segment before scaling up quickly based on the results. [6] Ensure everyone is on the same page. This can help by quickly addressing issues as they arise and maintaining alignment on the goal/s. Balancing speed and accuracy is an ongoing challenge that requires a nuanced approach. This balance ensures not only timely delivery but also high-quality results, driving long-term success and competitiveness. Have a great week ahead ! *** #business #management #people #leadership #success

📰 The big story is the Fed and the questions around Fed independence. What do Portfolio Managers do about this? If you're a long/short or long only equity PM or CRO, the natural question will be whether there is exposure or "net macro beta" to Fed independence concerns. 1️⃣ How do you measure Fed independence fear? Right now this is straightforward. A perceived loss of Fed independence will show up as a weaker US Dollar & also quite cleanly as higher long term US inflation expectations. The 10y USD Zero Coupon Inflation swap market is liquid and directly measures long term inflation expectations. If the Fed's real commitment and ability to hit the long term inflation target is in doubt, then long term inflation expectations will rise. If US inflation is viewed as moving structurally higher, then reduces the long term real return on holding USD and thus one would expect USD weakness. 2️⃣ How do you check portfolio impact ? You may simply look at the correlation between your portfolio return and the USD for example (using the USD index, DXY). Or you might decide to look at the correlation of your portfolio to US 10y inflation expectations. But there is an issue here. This so called "univariate" approach makes it very hard to really see whats going on. 👉 That's because the variables of interest - rates, the USD, inflation expectations, energy prices, metals prices and so on - are themselves all correlated. So let's say you see a correlation between your portfolio, or some stock return, and the USD. Is that really a USD impact, or is that because the USD is being driven by some other factor such as rates (higher rates tend to boost the USD)? 👉 With a univariate approach, you are taking a 2-dimensional slice of a multi-dimensional relationship. ❌ This tends to be inaccurate at best and just dead wrong at worse. ✅ The answer is to get a "sensitivity" from a holistic model that includes a broad range of important macro factors and adjusts for the correlations between them all. The above is very easy to prove with a numerical example. The other risk here is that if a loss of Fed independence really gets priced fully, that's a structural shift that will probably take a quite some time to reverse. That in turn means that IF you have exposure, we are not talking about macro "noise" impacting your book. 👉 We are talking about a potentially longer term capital impairment. 🚨 Traditional equity factor models miss the macro dimension - style, sector and market neutral does not mean macro neutral. #fed #riskmanagement #factorinvesting

𝗧𝗵𝗲 €𝟰𝟱𝟬𝗠 𝗦𝗵𝗿𝗶𝗻𝗸 𝘁𝗼 𝗚𝗿𝗼𝘄 𝗣𝗹𝗮𝘆𝗯𝗼𝗼𝗸: 𝟱 𝗤𝘂𝗲𝘀𝘁𝗶𝗼𝗻𝘀 𝗘𝘃𝗲𝗿𝘆 𝗙𝗠𝗖𝗚 𝗖𝗘𝗢 𝗠𝘂𝘀𝘁 𝗔𝗻𝘀𝘄𝗲𝗿 𝗡𝗢𝗪 Is Shrink to Grow helping? Campari just killed 30 brands. Stock up 27%. Coincidence? No. → €450M revenue sacrificed. → Margins jumping 200 bps. → Debt dropping to 2.5x EBITDA. More and more FMCG execs call me. Exact question: "Should we copy Campari?" Wrong question. Ask these five instead: 𝗤𝟭: 𝗪𝗵𝗶𝗰𝗵 𝗯𝗿𝗮𝗻𝗱𝘀 𝗮𝗿𝗲 𝗯𝗹𝗲𝗲𝗱𝗶𝗻𝗴 𝘆𝗼𝘂 𝗱𝗿𝘆? ↳ Bottom 30% of portfolio = 43% of complexity. ↳ Complexity kills margins faster than competition. ↳ If the margin is < 40% and growth is < 3%, it's dead weight. ↳ Can these brands release A&P to global priorities? 𝗤𝟮: 𝗖𝗮𝗻 𝘆𝗼𝘂 𝗮𝗳𝗳𝗼𝗿𝗱 𝘆𝗼𝘂𝗿 𝗱𝗲𝗯𝘁 𝗶𝗻 𝟮𝟬𝟮𝟲? ↳ Markets hate leverage above 4x. Period. ↳ Rising rates + high debt = death spiral. ↳ Campari went from 3.2x to 2.5x. Are you next? 𝗤𝟯: 𝗗𝗼 𝘆𝗼𝘂 𝗼𝘄𝗻 𝘆𝗼𝘂𝗿 𝗰𝗮𝘁𝗲𝗴𝗼𝗿𝘆 𝗼𝗿 𝗷𝘂𝘀𝘁 𝗽𝗹𝗮𝘆 𝗶𝗻 𝗶𝘁? ↳ Global priorities should = 65%+ of revenue. ↳ How High is your Right to Win? ↳ Everything else? Expensive distraction. ↳ Focus beats portfolio breadth. Every time. ↳ Be mindful of mid-term competitive gaps. 𝗤𝟰: 𝗪𝗵𝗮𝘁'𝘀 𝘆𝗼𝘂𝗿 𝗿𝗲𝗮𝗹 𝗰𝗼𝘀𝘁 𝗼𝗳 𝗰𝗼𝗺𝗽𝗹𝗲𝘅𝗶𝘁𝘆? ↳ Supply chain fragmentation. ↳ Marketing budget dilution. ↳ Management attention scatter. ↳ Calculate it. Then double it. That's reality. 𝗤𝟱: 𝗪𝗵𝗼'𝘀 𝗯𝘂𝘆𝗶𝗻𝗴 𝘆𝗼𝘂𝗿 𝘇𝗼𝗺𝗯𝗶𝗲𝘀? ↳ Private equity loves orphan brands. ↳ Regional players need portfolio depth. ↳ Your trash = someone's treasure. ↳ But only if you move NOW. 𝗧𝗵𝗲 𝗵𝗮𝗿𝗱 𝘁𝗿𝘂𝘁𝗵: Portfolio pruning isn't a retreat. It's a strategy. Campari proved it. Henkel's doing it. Unilever too. Reckitt, Diageo, Pernod Ricard, Edgewell, the list goes on. The inflation party ended. Volume growth is king. Complexity is your enemy. Focus and clarity are you best friends. Many acquisitions built the Campari portfolio and its success But also its bloat. Thirty divestitures will reshape their future. Net margin target: 6.1% → 13.6% by 2027. That's not improvement. That's transformation. Your portfolio is your prison. Every brand you keep is a choice. Choose focus. Choose margins. Choose survival. 𝗜𝗳 𝘆𝗼𝘂'𝗿𝗲 𝗿𝘂𝗻𝗻𝗶𝗻𝗴 𝗮𝗻 𝗙𝗠𝗖𝗚 𝗯𝗿𝗮𝗻𝗱 𝗼𝗿 𝗮𝗱𝘃𝗶𝘀𝗶𝗻𝗴 𝗼𝗻𝗲: Answer these five questions. Today. Can't answer? Your competitors already have. DM me. We'll build your Shrink-to-Grow playbook together. ___________ 👋 Hi, I am Filiberto. Follow me for sharp FMCG strategic insights. If you like this post, you are going to love my newsletter: https://lnkd.in/dFwbrjwG