Student tool · Article-to-Chapter Lab

Bring a story.
Find the finance lens.

Paste a headline and describe what happened in two or three sentences. The lab will rank the strongest FI623-2 connections and help you build questions—not write the discussion for you.

01

Describe the article

Do not paste the full copyrighted article.

How the match works

Look for the economic mechanism, not just the company name.

  • What changed? Price, cash flow, rates, volatility, or a rule?
  • How did it travel? Through valuation, risk, trading, or a payoff?
  • What can be challenged? An assumption, forecast, or investor action?

News brief sign-up · Fall 2026

Presentation Calendar

—presentation spots available

Three presenters may reserve each eligible class meeting. No news briefs on Sep 1 (first class), Dec 1 (project presentation day), or Dec 8 (final exam). Oct 6 is open for three news briefs.

EXAMPLESPREVIOUS STUDENT WORK · DEIDENTIFIEDNews Brief ExamplesReview the structure, chapter connection, investment insight, and discussion questions.Open example PDF
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Shared class space

FI623-2 News Board

Bring one credible source. Make one defensible chapter connection. Ask two questions that move the conversation beyond summary.

POST A STORY

Make your course connection visible.

CLASS FEED

Recent connections

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Your syllabus, connected to the market

From this week’s chapter
to today’s financial news.

A two-month reading map for FI623-2, organized in the same order as the course calendar and slide decks.

Research window · Sep 2025–Sep 2026

Course news map

Full articles open through Bentley’s publisher subscriptions.

01

Sep 1 + 8

Trading & market structure

Bodie Ch. 3 · Reilly Ch. 3

!Slides1_Trading

Decade-High Margin Levels in Asia Help Explain Selling Intensity

INSTRUCTOR INSIGHT

Record margin debt can amplify a selloff: falling prices reduce account equity, triggering margin calls and forced sales that push prices lower still.

DISCUSS
  1. How can widespread margin borrowing turn an ordinary price decline into a market-wide liquidity event?
  2. Should brokers or regulators raise margin requirements during a rapid rally—and what trade-off would that create?
INVESTMENT THEORY

Margin constraints link funding liquidity to market liquidity. A price decline raises leverage, which can force deleveraging and create a self-reinforcing margin spiral.

LeverageL=VE=1m
Levered returnRE≈L⁢RA−(L−1)⁢rB
Course grounding · Bodie Ch. 3 · Reilly Ch. 3 · !Slides1_Trading
02

Sep 15

Risk, return & portfolios

Bodie Ch. 5–6 · Reilly Ch. 1, 6

!Slides2_RiskReturnPortfolio

Bonds Won’t Protect Against AI Bubble

INSTRUCTOR INSIGHT

AI-linked firms are becoming important in both stock and corporate-bond indexes. Owning two asset classes does not guarantee diversification when both load on the same economic factor.

DISCUSS
  1. How would a common AI factor change the covariance between the equity and bond portions of a 60/40 portfolio?
  2. Would issuer, sector, or asset-class diversification do the most to reduce this concentration?
INVESTMENT THEORY

Mean–variance optimization prices the trade-off between expected excess return and the full covariance matrix. Risk aversion determines how aggressively the optimal portfolio takes risk.

Investor objectivemaxw⁡U(w)=wT(μ−Rf1)−γ2wTΣw
Optimal weightsw*=1γΣ−1(μ−Rf1)
Course grounding · Bodie Ch. 5–6 · Reilly Ch. 1, 6 · !Slides2_RiskReturnPortfolio
03

Sep 22

Asset pricing theory

Bodie Ch. 7 · Reilly Ch. 7

!Slides3_AssetPricingTheoryArbitrageAnomalies

Stocks That Help You Sleep Soundly Often Earn More

INSTRUCTOR INSIGHT

The low-volatility anomaly challenges a simple reading of CAPM: portfolios with lower realized volatility have sometimes earned higher long-run returns. The question is whether the pattern is mispricing, omitted risk, or a trading constraint.

DISCUSS
  1. If lower-beta stocks outperform, what would their CAPM alpha look like on the Security Market Line?
  2. Could leverage limits and costly short selling allow the low-volatility anomaly to persist?
INVESTMENT THEORY

Fama–French removes common market, size, and value exposures. IVOL is residual dispersion; research extensions treat a low-minus-high IVOL return or common IVOL shocks as a candidate priced factor—not a standard Fama–French factor.

Residual riskIVOLi=Var(εi,t)
IVOL spreadIVOLFt=RLow IVOL,t−RHigh IVOL,t
Extended factor modelRi,t−Rf,t=αi+βi,MMKTt+βi,SSMBt+βi,HHMLt+βi,IVOLIVOLFt+εi,t
Course grounding · Bodie Ch. 7 · Reilly Ch. 7 · !Slides3_AssetPricingTheoryArbitrageAnomalies
04

Sep 29 + Oct 6

Arbitrage & anomalies

Bodie Ch. 8–9 · Reilly Ch. 5

!Slides3_AssetPricingTheoryArbitrageAnomalies

Hedge Funds Are Reviving Once-Dormant Appraisal Arbitrage Play

INSTRUCTOR INSIGHT

Appraisal arbitrage turns a merger-price disagreement into a trade, but the payoff depends on a court’s valuation and the time to resolution. It is a useful contrast with a textbook riskless arbitrage.

DISCUSS
  1. Which risks prevent appraisal arbitrage from being a zero-investment, risk-free profit?
  2. How should legal delay, financing cost, and an uncertain fair-value ruling enter the required spread?
INVESTMENT THEORY

APT links expected return to exposures to priced common factors. Alpha remaining after those exposures are controlled can reflect mispricing, omitted risk, or implementation constraints—not automatically a risk-free trade.

APT expected returnE[Ri]−Rf=βiTλ
Factor-adjusted alphaαi=E[Ri−Rf]−βiTλ
RESEARCHRoss (1976)
Course grounding · Bodie Ch. 8–9 · Reilly Ch. 5 · !Slides3_AssetPricingTheoryArbitrageAnomalies
05

Oct 20 + 27

Equity valuation

Bodie Ch. 13 · Reilly Ch. 8

!Slides4_EquityValuation_DDM · PE&FCF

AI Bull Run to Endure in 2026 on Cash Flows from Apps, ETFs

INSTRUCTOR INSIGHT

The AI thesis combines rising earnings expectations with extraordinary capital spending. Valuation depends on whether the new investment creates sustainable free cash flow rather than revenue growth alone.

DISCUSS
  1. How would higher AI capital expenditure change FCFF today and the terminal-growth assumptions used in valuation?
  2. What combination of growth, margins, and required return would justify the current valuation premium?
INVESTMENT THEORY

Residual-income valuation begins with book equity and adds discounted abnormal earnings. Sustainable value creation requires expected ROE to exceed the required return on equity.

Residual-income valueP0=B0+∑t=1∞E0[RIt](1+r)t
Residual incomeRIt=NIt−rBt−1=(ROEt−r)Bt−1
Course grounding · Bodie Ch. 13 · Reilly Ch. 8 · !Slides4_EquityValuation_DDM · PE&FCF
06

Nov 3 + 10

Fixed income

Bodie Ch. 10–11 · Reilly Ch. 12–13

!Slides5_FixedIncome · Interest Rate Risk

Fixed Income’s Futures-Based Evolution: A Benchmarking Perspective

INSTRUCTOR INSIGHT

Investors can obtain duration and curve exposure with cash bonds, swaps, or listed futures. The economic exposure may be similar, but contract choice adds basis, roll, liquidity, and implementation differences.

DISCUSS
  1. When would Treasury or SOFR futures be a better way to change portfolio duration than trading cash bonds?
  2. What basis and roll risks prevent a futures position from perfectly replicating a bond portfolio?
INVESTMENT THEORY

Duration estimates first-order yield exposure; convexity captures curvature when rate changes are larger. Immunization aligns asset and liability duration while managing convexity and cash-flow risk.

Price sensitivityΔPP≈−DmodΔy+12Convexity(Δy)2
Modified durationDmod=DMac1+ym
Course grounding · Bodie Ch. 10–11 · Reilly Ch. 12–13 · !Slides5_FixedIncome · Interest Rate Risk
07

Nov 17 + 24

Options

Bodie Ch. 15–16 · Reilly Ch. 16

!Slides5_Options

Options Pricing Suggest Bulls Worry About Missing Year-End Rally

INSTRUCTOR INSIGHT

A change in the relative price of calls and puts reveals how investors value upside participation versus downside protection. Option prices can therefore show risk preferences that the index level alone hides.

DISCUSS
  1. What would make upside calls expensive relative to downside puts even if expected volatility were unchanged?
  2. Which payoff strategy lets a cautious investor retain upside exposure while limiting downside loss?
INVESTMENT THEORY

Risk-neutral valuation prices a European option from a replicating portfolio. Black–Scholes–Merton converts the stock, strike, time, rate, and volatility into a call value and hedge ratio.

European call valueC0=S0N(d1)−Ke−rTN(d2)
Standardized inputsd1=ln(S0K)+(r+σ22)TσT,d2=d1−σT
Course grounding · Bodie Ch. 15–16 · Reilly Ch. 16 · !Slides5_Options

Rolling 30-day market lens

From this week’s chapter
to the latest month in financial news.

The chapter follows the FI623 calendar. Headlines come from the most recent 30 days of WSJ, FT, and Bloomberg coverage.

Finding the past month’s market stories…