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Risk Adjustment

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Risk adjustment is a statistical process used in healthcare and finance to account for the varying levels of risk among different populations or individuals. It aims to ensure fair comparisons and evaluations by adjusting outcomes based on the underlying risk factors, thereby facilitating equitable resource allocation and performance assessment.
lightbulbAbout this topic
Risk adjustment is a statistical process used in healthcare and finance to account for the varying levels of risk among different populations or individuals. It aims to ensure fair comparisons and evaluations by adjusting outcomes based on the underlying risk factors, thereby facilitating equitable resource allocation and performance assessment.

Key research themes

1. How can risk adjustment models be optimized for healthcare systems to accurately predict costs and improve equity?

This theme investigates various methodologies for risk adjustment in healthcare, focusing on the selection and combination of risk factors, model performance, and their application in integrated healthcare systems to enhance predictive validity, equity in resource allocation, and reimbursement fairness.

Key finding: This systematic review identified that risk adjustment models vary mainly by their risk horizons and incorporated risk factors, primarily differentiating among mortality-based, morbidity-based, and self-reported health status... Read more
Key finding: In a large-scale English dataset, incorporating past care contact markers significantly increased model fit (R² improved from 0.007 to 0.275 at the person level). However, provider variation in diagnostic, treatment, and... Read more
Key finding: Using data from 27,121 hip replacement patients, the study found that individual socioeconomic status (SES) measures yielded higher predictive ability in case mix adjustment compared to neighborhood SES proxies. Both... Read more
Key finding: Analyzing eight years of panel data on 180,000 Swiss individuals, the study demonstrated that short-term (one-year) risk adjustment models inadequately capture incentives for risk selection due to regression to the mean over... Read more

2. What are the theoretical and practical implications of advanced risk measures and their robustness in financial and insurance risk management?

This theme centers on the development, characterization, and optimization of risk measures—including distortion risk measures, star-shaped risk measures, and downside risk metrics—and their robustness to distributional uncertainty. It also encompasses methods for robust optimization and relates these to practical insurance pricing and portfolio risk strategies under uncertainty.

Key finding: The paper rigorously formalizes star-shaped risk measures as a generalization uniting value-at-risk (VaR) and convex risk measures. Star-shapedness relaxes subadditivity and positive homogeneity, enabling modeling of... Read more
Key finding: By leveraging isotonic projections and Wasserstein distance-based uncertainty sets, the authors characterize sharp worst-case and best-case bounds for distortion risk measures under distributional uncertainty with known mean... Read more
Key finding: The study presents four robust optimization models approximating the minimization of Value-at-Risk (VaR) in discrete settings under independent bounded cost perturbations. The authors develop algorithms, including a... Read more
Key finding: The paper characterizes various overall and downside risk measures for their consistency with first and second order stochastic dominance (fosd and sosd). It shows most downside risk measures, excluding tail conditional... Read more

3. How do multidimensional risk attitudes and utility function properties affect individual decision-making under risk, including insurance purchase decisions?

This theme examines how utility theory extends to multiple attributes affecting risk aversion, with insights into decomposing risk premiums into ordinal and cardinal components. It also covers the application of expected utility models for insurance decisions under constant relative risk aversion (CRRA), highlighting wealth-level dependency and premium principles influencing optimal insurance coverage choices.

Key finding: The authors develop a decomposition of risk premium in multidimensional risk settings into two parts: one representing ordinal preference changes due to the shape of certain-indifference curves and another capturing cardinal... Read more
Key finding: Using a one-period collective risk model and CRRA utility, the study derives decision rules for policyholders’ insurance purchases accounting for any premium principle, per-claim deductible, and risk distribution. Results... Read more

All papers in Risk Adjustment

In Pakistan Mutual Funds were introduced in 1962, when the public offering of National Investment (Unit) Trust (NIT) was introduced which is an open-end mutual fund. In 1966 another fund that is Investment Corporation of Pakistan (ICP)... more
This study examines the conditional relationship between beta and return for stocks traded on S&P 500 for the period from July 2001 to June 2011. The portfolios formed based on the Book value per share and betas using monthly data. A... more
We analyze monthly returns on an equally weighted index of eighteen to twenty-three equity (real property) real estate investment trusts (REITs) that were traded on major stock exchanges over the 1973-87 period. We employ a multifactor... more
The magnitude of the effect of government-sponsored enterprise purchases on primary mortgage market rates has been a difficult research question with differing data and competing methodologies producing varying results. Here we present a... more
We analyze monthly returns on an equally weighted index of eighteen to twenty‐three equity (real property) real estate investment trusts (REITs) that were traded on major stock exchanges over the 1973–87 period. We employ a multifactor... more
In hematopoietic cell transplantation (HCT), current risk adjustment strategies are based on clinical and disease-related variables. Although patient-reported outcomes (PROs) predict mortality in multiple cancers, they have been less well... more
Background: Surgical readmissions will be targeted for reimbursement cuts in the near future. We sought to understand differences between hospitals with high and low readmission rates in a statewide surgical collaborative to identify... more
Objectives: To examine whether high performance on one measure of quality is associated with high performance on others and to develop a data-driven explanatory model of neonatal intensive care unit (NICU) performance. Design: We... more
Total knee arthroplasty (TKA) is a well-established procedure for managing advanced knee osteoarthritis, providing significant pain relief and functional improvement [1]. However, despite its success, postoperative complications and... more
Hip replacement (HR) operations are increasing. Short term mortality is an indicator of quality; few studies include risk adjustment models to predict HR outcomes. We evaluated in-hospital and 30-day mortality in hospitalized patients for... more
Wstęp: W rzetelnej ocenie wyników leczenia należy brać pod uwagę różnorodność leczonej populacji pacjentów. Bez uwzględnienia tych danych analizowanie, a tym bardziej porównywanie, wyników jest obarczone dużym, nieakceptowalnym błędem. Do... more
This paper analyses the stable distributional approach for portfolio optimisation. We consider a portfolio optimization problem under the assumption of normal (Gaussian) and stable (non-Gaussian) distributed asset returns. We compare the... more
Risk-adjusted stock ranking criteria applicable when stock returns are not normally distributed are able to generate more profitable momentum strategies than those based on usual cumulative or total return criterion. These alternative... more
In this paper we are looking for answers: are domestic companies operating in small market economies such as the Baltics with little or no direct foreign involvement also at risk, taking into account that our companies mainly as a mean of... more
The authors are grateful to two anonymous reviewers as well as to Philip Girard and the editorial board of this journal for helpful comments. Responsibility rests solely with the authors. 1. 5754 Sefer HaChukim 156. 2. A.C. Enthoven, "The... more
comments, which helped me improve the quality of my research papers. I would like to offer my special thanks to Huasheng Gao and Stephen Dimmock for their professional guidance and selfless help during the first two years of my PhD study.... more
for discussions on this research project. We thank the representatives of Dodge & Cox Funds and Goldman Sachs Asset Management for sharing with us their investment decision making process. The authors acknowledge nancial support from the... more
thank Laurent Barras for useful comments. Sarkissian acknowledges financial support from SSHRC and IFM2.
This paper utilizes a new data set from AllianceBernstein that, unlike other corporate governance data, has country-level and monthly-updated firm-level governance ratings for 22 emerging markets countries for almost a five year period.... more
Along with anthracyclines, taxanes are the most active cytotoxics in breast cancer (BC). Balancing efficacy against toxicity in older patients with reduced physiological reserves and significant comorbidities is both important and... more
NCRN) was established, leading to a rapid increase in clinical research activity across the English NHS. Using colorectal cancer (CRC) as an example, we test the hypothesis that high, sustained hospital-level participation in... more
Hiperconsumidor; Utilizacio ´n de servicios sanitarios; Complejidad casuı ´stica; Ajuste de riesgos Resumen Objetivo: Identificar pacientes hiperconsumidores de farmacia en atencio ´n primaria, describir las diferencias epidemiolo ´gicas... more
OBJECTIVEConcurrent surgeries, also known as “running two rooms” or simultaneous/overlapping operations, have recently come under intense scrutiny. The goal of this study was to evaluate the operative time and outcomes of concurrent... more
Clinical outcomes after many complex surgical procedures vary widely across hospitals and surgeons. Although it has been assumed that the proficiency of the operating surgeon is an important factor underlying such variation, empirical... more
Background: The optimal treatment of high-risk PE with cardiac arrest is still controversial although various treatment approaches have been developed and improved. Here, we present a serie of patients with high-risk PE showing... more
Objectives: Patients with thoracic outlet syndrome (TOS) complain of many subjective symptoms that are difficult to measure and quantify. In this study we have tried to assess the weakness (muscle strength) and fatigue (endurance) of... more
Aims  Although heart disease and stroke are the underlying causes of death in most people with diabetes, vascular risk modification targets are frequently not met. This study examined whether vascular risk‐modifying medication utilization... more
Diabet. Med. 29, 1134–1141 (2012)Aims  There are limited validated methods to ascertain comorbidities for risk adjustment in ambulatory populations of patients with diabetes using administrative health‐care databases. The objective was to... more
Segment diversification is a common strategy applied by hotel companies. According to previous research on the modern portfolio theory, a company can reduce risks and thus increase its value with more diversified operations. Such... more
Of critical concern to hospitals today is the prevention of postoperative (surgical site) infections that often result in increased lengths of stays for patients, increased resource demands and costs, loss of public trust and lawsuits,... more
BackgroundIdentification of risk factors for perioperative complications helps in the prognostication. We wanted to determine whether Physiological and Operative Severity Score for the enumeration of mortality and morbidity (POSSUM) and... more
Background: The aim of this study was to investigate differences in HIV disease progression in patients infected with HIV subtype B with a GPGR motif in the V3 loop region (B-GPGR) versus the Brazilian subtype B variant with a GWGR motif... more
Established tests for asymmetric information in insurance markets are examined. The most commonly used, that information is symmetric if high and low cover contracts have the same loss rate, is inconsistent with standard assumptions that... more
Adverse selection famously leads to the crowding out of socially beneficial trades. We show that even more trades may be simultaneously crowded in. The reason is that, in the absence of complete unravelling, "lemons" fetch more under... more
Recent evidence suggests that all asset returns are predictable to some extent with excess returns on real estate relatively easier to forecast. This raises the issue of whether we can successfully exploit this level of predictability... more
To determine the relationship of Apgar scores, gestational age and neonatal risk mortality scores to health-related quality of life (HRQoL) for infants at the age of 8 months treated after birth in neonatal intensive care unit (NICU). All... more
We study the initial returns and long-run performance of a unique sample of thrifts that have recently converted from mutual to stock form. In addition to a full claim on all IPO proceeds, new investors in a converted thrift also receive... more
We examine the timing ability of mutual fund investors using cash flow data at the individual fund level. Over 1991-2004 equity fund investor timing decisions reduce fund investor average returns by 1.56% annually. Underperformance due to... more
Purpose: The primary objective of this grant was to increase our knowledge and understanding of the patient safety issues and value of health information technology (HIT) in rural hospitals. The project focused primarily on Iowa's 89... more
Background: Case mix adjustment is a pre-requisite for valid measurement of healthcare performance and socioeconomic status (SES) is important to account for. Lack of information on individual-level SES has led to investigations into... more
Volume XXXIII January 2017 Abstract Over a long period of time, stocks with low beta have cons istent ly outperformed their h igh beta counterparts across developed and emerging markets alike. We explore the presence of low beta anomaly... more
The study aims to obtain the mean relative weights (MRWs) of the cost of care through the retrospective application of the adjusted clinical groups (ACGs) in several primary health care (PHC) centres in Catalonia (Spain) in routine... more
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