Risk management

After the FRM Handbook: What Actually Stuck

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


That is the full arc. Thirty chapters, one intro, and a test bank bolted on the back. Philippe Jorion’s sixth edition was written for GARP’s FRM exam and published in 2010. I read it cover to cover for this series. Here is what actually stuck and what did not age as well.

ERM Dashboard Reporting: From Data to Decisions (Chapter 25)

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6

Chapter 25 closes the implementation section with dashboard reporting. Risk transparency is a core ERM goal. A 2011 Deloitte survey of 1,500 executives ranked “risk information reporting” as the #1 priority among 13 risk initiatives (86% said high or moderate priority).

Enterprise Risk Assessment: A Practical Guide (Chapter 23)

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6

Chapter 23 is the how-to guide for risk assessment. Not every risk can be modeled. Risk assessments fill the gap by identifying, quantifying, and prioritizing key risks so the board and management can make better decisions.

FRM Handbook Ch 29: Portfolio Risk Management

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Chapter 29 shifts from bank regulation to the investor’s problem. You take risk because you expect a return. The real question is how to balance the two across a whole portfolio. That sounds like Markowitz from Chapter 1, but Jorion updates it for how institutional money actually works today.

The Board's Role in Enterprise Risk Management (Chapter 22)

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6

Chapter 22 is about the board of directors. After the 2008 financial crisis, boards stopped treating risk as an afterthought. Risk management replaced accounting as the top board concern in a 2010 Eisner LLP survey of 100+ directors.

FRM Handbook Ch 28: The Basel Accord (Market Risk Charge and Conclusions)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


The second half of Chapter 28 zooms in on the market risk charge (MRC). This is where Basel meets the VaR models banks actually run every day. Two paths exist: a rigid standardized approach and a flexible internal models approach with strings attached.

ERM Implementation: The 5-Stage Maturity Model (Chapter 21)

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6

Chapter 21 is where the book shifts from theory to action. Confucius said knowledge is useless if you don’t use it. Lam agrees. This chapter is about turning ERM concepts into real programs.

FRM Handbook Ch 28: The Basel Accord (Basel I and Basel II)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


If you work anywhere near banking regulation, Basel is the background music. Chapter 28 is Jorion’s tour of how we got here: a 1988 accord that was simple to the point of distortion, a 1996 amendment for market risk, and a 2004 overhaul that tried to fix what Basel I broke.

Everlast Financial: A Fictional Rogue Trader Crisis in 2020

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6

Chapter 20 is a short fiction piece. James Lam wrote it as a glimpse of what risk management might look like in the future. It’s set in 2020 at a made-up company called Everlast Financial.

10 Predictions for the Future of Risk Management (Chapter 19)

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6

Chapter 19 is where James Lam steps back from the technical stuff and talks about where risk management is headed. He also looks back at predictions he made in the first edition and checks how accurate they were.

FRM Handbook Ch 27: Firmwide Risk Management (Integrated Risk Management)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


By Chapter 27, Jorion stops talking about individual risk types and starts talking about how they connect inside a real institution. Firmwide risk management sounds like a buzzword until you read about UBS losing $19 billion on subprime-related securities scattered across four different books with no firmwide concentration monitoring. That is what siloed risk management looks like in practice.

Corporate ERM: Risk Maps, Cash Flow at Risk, and Microsoft’s Approach

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


Every Company Is a Risk-Taker Whether It Admits It or Not

Non-financial corporations face the same pressure as banks and utilities: globalization, tech disruption, consolidation, outsourcing, and investors who hate earnings surprises. Hedging FX or buying property insurance is table stakes. Leading firms use enterprise risk management to protect the brand, stabilize finance, and support strategy.

FRM Handbook Ch 26: Liquidity Risk

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


You can be solvent on paper and still die in a week. That is the core lesson of Chapter 26. Liquidity risk does not show up in a standard VaR number. It shows up when counterparties refuse to roll funding, when depositors line up at the door, and when the only way to raise cash is to sell assets into a market that has stopped buying.

Energy ERM: Price Volatility, VaR Tweaks, and Lessons From Enron and BP

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


Energy Is Big, Volatile, and Getting More Complex

Global energy demand keeps climbing. The U.S. is moving toward greater self-sufficiency with shale oil and gas while renewables gain share. Growth is good news. It also means bigger bets and bigger mistakes if risk management lags.

FRM Handbook Ch 25: Operational Risk

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Market risk has VaR. Credit risk has default models. Operational risk? For years it sat in the corner while banks focused on the risks they could price. Jorion’s Chapter 25 makes the case that this was a mistake. Most firm-specific blowups are not pure market or credit events. They are control failures layered on top of trading losses.

ERM for Banks and Insurers: Trends, Systemic Risk, and CIBC's CRO Playbook

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


For Banks, Risk Management Is the Product

GE Capital’s Gary Wendt put it bluntly: get risk wrong and nothing else matters. Financial institutions manage other people’s money. Trust is the business. Expected losses are a normal cost line, which is why annual reports brag about risk committees and limits.

FRM Handbook Ch 24: Managing Credit Risk

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Chapter 24 is the payoff chapter for the whole credit block. You spent chapters estimating default probabilities, exposures, and recoveries. Now Jorion stacks them into a portfolio loss distribution and asks the question every credit committee avoids: how much capital do you actually need?

FRM Handbook Ch 23: Credit Derivatives and Structured Products (Structured Products and CDOs)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


The second half of Chapter 23 is where credit derivatives stop looking like insurance contracts and start looking like factory assembly lines. Banks slice pools of bonds into tranches, sell the safe-looking pieces to pension funds, and park the toxic waste in the equity slice. Jorion walks through how these structures work, and more importantly, what cannot change when you repackage cash flows.

FRM Handbook Ch 22: Credit Exposure (Exposure and Risk Modifiers)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Knowing your exposure profile is step one. Step two is cutting it. Chapter 22 part two is a catalog of exposure modifiers the OTC and exchange worlds use every day. None of them eliminate credit risk. Together they can shrink it from scary to manageable.

Operational Risk: Definition, People Failures, and the Management Framework

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


Operational Risk Finally Got a Seat at the Table

Operational risk is old. Humans, broken processes, and bad tech have caused losses forever. What changed is enterprise risk management, regulatory capital charges, and the gap between slick market/credit models and messy day-to-day failures.

FRM Handbook Ch 22: Credit Exposure (Credit Exposure by Instrument)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Before PD and LGD, you need to know how much is at stake when default happens. That is exposure at default (EAD). Chapter 22 is where credit risk meets derivatives math. A swap can start at zero value and still become your biggest counterparty headache three years later.

Market Risk, VaR, Stress Testing, and Chase Manhattan's Playbook

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


What Counts as Market Risk?

Market risk is the chance you lose money when prices or rates move against you. Every company has some version of it. Banks face interest rate mismatches and trading books. Multinationals face FX when overseas cash does not match home currency needs. Energy firms feel input and output price gaps. Even pension shortfalls are market risk in disguise. GM still carried a $109 billion pension gap years after its 2009 restructuring. Ford later announced an $18.7 billion shortfall.

Basel III, Credit Risk Best Practices, and the EDC Case Study

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


Basel Changed How the World Manages Credit

Regulation drives behavior, and nothing shaped credit markets like the Basel Committee’s capital rules. In 1988, Basel I required an 8% capital charge against risk-weighted assets. U.S. Treasuries got 0% weight. Corporate loans got 100%. Simple, global, and deeply flawed.

FRM Handbook Ch 21: Measuring Default Risk From Market Prices

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Chapter 21 flips the lens. Instead of counting defaults from rating agency history, you read credit risk from prices. Markets are forward-looking, update fast, and aggregate scattered information. They also embed risk premia, liquidity premia, and tax effects. Jorion walks through both the power and the traps.

Credit Risk Basics: Expected Loss, Limits, and the Five-Step Process

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


Credit Risk Is Everywhere, Not Just at Banks

James Lam opens Chapter 12 with a point that still catches people off guard: credit risk is not a bank-only problem. Yes, lenders worry about borrowers defaulting on loans. But any company that sells on credit, invests in bonds, trades derivatives, or depends on a business partner faces credit risk too.

FRM Handbook Ch 20: Measuring Actuarial Default Risk (Credit Events and Default Rates)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Chapter 20 starts the actuarial side of credit risk. Instead of inferring default from market prices, you look at history, ratings, and explicit definitions of what “default” even means. That sounds boring until a CDS contract disagrees with a bondholder about whether restructuring counts.

FRM Handbook Ch 19: Introduction to Credit Risk

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Chapter 19 opens the credit risk block of the handbook, and Jorion does not sugarcoat it. Credit risk is harder to measure than market risk. It matters more for most banks. And models that looked fine in quiet times fell apart in 2007-2008.

FRM Handbook Ch 18: Mortgage-Backed Securities Risk

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Mortgage-backed securities sit at the intersection of interest rate risk, credit risk, and a third thing plain bonds do not have: prepayment risk. Chapter 18 is Jorion’s tour of that mess. If the 2008 crisis taught anything, it is that ignoring prepayment and securitization structure can end badly.

FRM Handbook Ch 17: Managing Volatility Risk

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Chapter 17 is where options stop being abstract formulas and start feeling like real trading problems. You are not just betting on where a stock goes. You are betting on how much it moves. Jorion builds that idea from implied volatility all the way to convertible bonds.

Active Portfolio Management: How Companies Should Allocate Capital Like Investors

From Enterprise Risk Management: From Incentives to Controls by James Lam (ISBN 978-1-118-41361-6)

When Ted Koppel asked Warren Buffett what he does for a living, Buffett paused and said: “I allocate capital.” That one line stuck with me. Lam uses it to open Chapter 7, and it lands because capital allocation is not just an investor thing. Every company does it, whether they realize it or not.

FRM Handbook Ch 16: Advanced Risk Models Multivariate (VaR Methods and Limitations)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5


Once you have mapped your portfolio to risk factors, the next question is simple but hard: how do you turn those exposures into a VaR number? Jorion walks through three mainstream methods in Chapter 16, then spends serious time on what they miss. That second part matters more than most textbooks admit.

Line Management and Risk Ownership: Partnership Over Policing

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


Chapter 6 shifts from the boardroom to where risk actually starts: the business units. Line managers run the revenue. They touch customers and suppliers. They launch products, cut deals, and staff operations. They also create most of the company’s business, financial, and operational risk.

Corporate Governance and ERM: How Boards Should Oversee Risk

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


Chapter 5 opens Section Two of Lam’s book: the ERM framework in detail. First stop is corporate governance. Lam’s argument is direct. Bad governance and bad risk management show up together. Fixing one without the other does not work.

Risk Concepts and Processes: The Bell Curve Idea From James Lam

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


Chapter 3 is the toolkit chapter. Lam lays out the vocabulary and the workflow that everything else in the book builds on. If Chapter 1 is why and Chapter 2 is lessons from failure, Chapter 3 is how to think about risk before you try to manage it company-wide.

Enterprise Risk Management: A Series on James Lam's ERM Framework

Book: Enterprise Risk Management: From Incentives to Controls
Author: James Lam
ISBN: 978-1-118-41361-6


I’m starting a series on Enterprise Risk Management: From Incentives to Controls by James Lam. Second edition, published in 2014. Lam is one of the people who actually built enterprise risk management from the ground up. He claims to have coined the title “chief risk officer” back in the early 1990s. He was the first CRO at Fidelity Investments. He helped set up risk programs at GE Capital. This is not a textbook written from the sidelines. It is written by someone who sat in the room when these ideas were being tested.

FRM Handbook Ch 8: Option Markets (Option Payoffs and Valuation)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

Chapter 8 is where derivatives turn nonlinear. Options trade in enormous size: over $50 trillion notional on exchanges and more than $60 trillion OTC, per Jorion’s figures. The chapter covers plain-vanilla calls and puts, how their payoffs combine, what drives premiums, and the two main pricing routes: Black-Scholes and binomial trees.

FRM Handbook Ch 7: Introduction to Derivatives

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

Chapter 7 opens Part Three on derivatives. Jorion splits the world into linear instruments (forwards, futures, swaps) and nonlinear ones (options, saved for Chapter 8). This chapter is about size, mechanics, and pricing linear contracts. Risk measurement comes from combining pricing formulas with the distributions you built in Part One.

FRM Handbook Ch 6: Bond Fundamentals (Duration and Convexity)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

The second pass through Chapter 6 is where bonds become risk management tools instead of pricing homework. Jorion gives duration and convexity both a formula and an economic meaning, then shows how portfolio managers use them to position against rate moves.

FRM Handbook Ch 6: Bond Fundamentals (Bond Pricing Basics)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

Part Two of the handbook starts with bonds because they are the simplest priced assets with predictable cash flows. Chapter 6 is where risk management meets fixed income. Pricing comes first. Measuring how price changes when yields move comes next. Jorion treats the Taylor expansion as a general tool, not just a bond trick.

FRM Handbook Ch 5: Modeling Risk Factors

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

Monte Carlo is only as good as the risk factors you feed it. Chapter 5 asks how to build those factors from real market data. Jorion moves from return definitions through normal and fat-tailed distributions to time-varying volatility. This is one of the most practical chapters in Part One of the handbook.

FRM Handbook Ch 4: Monte Carlo Methods

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

Chapters 2 and 3 gave you distributions and parameter estimates. Chapter 4 asks what you do with them. Monte Carlo simulation generates thousands of possible futures, prices complex portfolios, and builds VaR when no closed-form answer exists. Jorion likes the method but warns you not to trust the output more than you trust the assumptions behind it.

FRM Handbook Ch 3: Fundamentals of Statistics

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

Chapter 2 assumed you knew the distribution. Chapter 3 admits you do not. Statistics is about inferring unknown parameters from sample data and testing whether your assumptions hold. For a risk manager, this is the gap between historical spreadsheets and the numbers that feed a VaR engine.

FRM Handbook Ch 2: Fundamentals of Probability (Distribution of Averages)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

The second half of Chapter 2 is where probability theory connects to daily risk work. Jorion finishes with limit distributions, especially the central limit theorem (CLT), and shows how it justifies normal approximations in VaR backtesting. This section is shorter than the first post on Chapter 2, but it might be more useful on the job.

FRM Handbook Ch 2: Fundamentals of Probability (Probability Distributions)

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

Chapter 1 showed why you need a distribution of profits and losses. Chapter 2 supplies the probability toolkit to build one. Jorion moves from abstract random variables to the specific distributions risk managers use every day. This is dense material, but it is the foundation for VaR, Monte Carlo, and everything in Part Five of the book.

FRM Handbook Ch 1: Risk Management

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

Chapter 1 is the manifesto for the rest of the book. Jorion defines financial risk management as identifying, assessing, measuring, and managing financial risks to create economic value. That last phrase matters. The job is not to eliminate risk. It is to take risks that pay.

Reading the FRM Handbook: Why This Book Still Matters

Book: Financial Risk Manager Handbook Plus Test Bank
Author: Philippe Jorion
ISBN: 978-0-470-90401-5

I picked up Philippe Jorion’s Financial Risk Manager Handbook because I wanted one serious reference that could carry me from exam prep to actual desk work. This is not a light read. It is a full textbook, written with GARP for the FRM exam, and it shows on every page. That is exactly why I am working through it chapter by chapter in this series.