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Author:Koijen, Ralph S. J. 

Report
A Demand System Approach to Asset Pricing

This Staff Report was previously titled "An Equilibrium Model of Institutional Demand and Asset Prices." {{p}} We develop an asset pricing model with rich heterogeneity in asset demand across investors, designed to match institutional holdings data. The equilibrium price vector is uniquely determined by market clearing, which equates the supply of each asset to aggregate demand. We estimate the model on U.S. stock market data by instrumental variables, under an identifying assumption that allows for price impact. The model sheds light on the role of institutions in stock market ...
Staff Report , Paper 510

Report
Health and Mortality Delta: Assessing the Welfare Cost of Household Insurance Choice

We develop a pair of risk measures, health and mortality delta, for the universe of life and health insurance products. A life-cycle model of insurance choice simplifies to replicating the optimal health and mortality delta through a portfolio of insurance products. We estimate the model to explain the observed variation in health and mortality delta implied by the ownership of life insurance, annuities including private pensions, and long-term care insurance in the Health and Retirement Study. For the median household aged 51 to 57, the lifetime welfare cost of market incompleteness and ...
Staff Report , Paper 499

Report
Shadow Insurance

Liabilities ceded by life insurers to shadow reinsurers (i.e., affiliated and less regulated off-balance-sheet entities) grew from $11 billion in 2002 to $364 billion in 2012. Life insurers using shadow insurance, which capture half of the market share, ceded 25 cents of every dollar insured to shadow reinsurers in 2012, up from 2 cents in 2002. Our adjustment for shadow insurance reduces risk-based capital by 53 percentage points (or 3 rating notches) and raises default probabilities by a factor of 3.5. We develop a structural model of the life insurance industry and estimate the impact of ...
Staff Report , Paper 505

Discussion Paper
Growing Risk in the Insurance Sector

Developing risk in the life insurance industry requires prudent policy response to prevent broader economic damage.
Economic Policy Paper , Paper 14-2

Report
The Cost of Financial Frictions for Life Insurers

During the financial crisis, life insurers sold long-term policies at deep discounts relative to actuarial value. The average markup was as low as ?19 percent for annuities and ?57 percent for life insurance. This extraordinary pricing behavior was due to financial and product market frictions, interacting with statutory reserve regulation that allowed life insurers to record far less than a dollar of reserve per dollar of future insurance liability. We identify the shadow cost of capital through exogenous variation in required reserves across different types of policies. The shadow cost was ...
Staff Report , Paper 500

Working Paper
Determinants and consequences of mortgage default

We study a unique data set of borrower-level credit information from TransUnion, one of the three major credit bureaus, which is linked to a database containing detailed information on the borrowers? mortgages. We find that the updated credit score is an important predictor of mortgage default in addition to the credit score at origination. However, the 6-month change in the credit score also predicts default: A positive change in the credit score significantly reduces the probability of delinquency or foreclosure. Next, we analyze the consequences of default on a borrower?s credit score. The ...
Working Papers (Old Series) , Paper 1019

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