Jose Pagan

José Pagán
Jose Pagan
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Chair and Professor of the Department of Public Health Policy and Management

Professional overview

Dr. Pagán received his PhD in economics from the University of New Mexico and is a former Robert Wood Johnson Foundation Health & Society Scholar with expertise in health economics and population health. He has led research, implementation, and evaluation projects on the redesign of health care delivery and payment systems. He is interested in population health management, health care payment and delivery system reform, and the social determinants of health. Over the years his research has been funded through grants and contracts from the Department of Defense, the Agency for Healthcare Research and Quality, the National Institutes of Health, the Centers for Medicare & Medicaid Services, the European Commission, and the Robert Wood Johnson Foundation, among others.

Dr. Pagán is Chair of the Board of Directors of NYC Health + Hospitals, the largest public healthcare system in the United States. He also served as Chair of the National Advisory Committee of the Robert Wood Johnson Foundation’s Health Policy Research Scholars and was a member of the Board of Directors of the Interdisciplinary Association for Population Health Science and the American Society of Health Economists.

Areas of research and study

Applied Economics
Health Economics
Population Health
Public Health Policy

Publications

Publications

Persistent disparities in cholesterol screening among immigrants to the United States

Stimpson, J. P., Wilson, F. A., Murillo, R., & Pagan, J. A. (n.d.).

Publication year

2012

Journal title

International Journal for Equity in Health

Volume

11

Issue

1
Abstract
Abstract
Background: This study compared differences in cholesterol screening among immigrant populations and US born race/ethnic groups and whether improving access to health care reduced differences in screening. Methods: Self-reported cholesterol screening for adults was calculated from multivariate logistic regression analysis of the 1988-2008 National Health and Nutrition Examination Surveys (N = 17,118). Immigrant populations were classified by place of birth and length of residency. Results: After adjusting for individual characteristics and access to health care, the multivariate adjusted probability of cholesterol screening is significantly lower for persons originating from Mexico (70.9%) compared to persons born in the US (80.1%) or compared to US born Hispanic persons (77.8%). Adjustment for access to care did significantly reduce the difference in screening rates between immigrants and natives because the rate for natives remained the same, but the rate for immigrants improved. For example, the difference in screening between US born persons and persons born in Mexico was reduced by nearly 10% after adjustment for access to care. Conclusions: There are persistent disparities in cholesterol screening for immigrants, particularly recent immigrants from Mexico, but improved access to health care may be a viable policy intervention to reduce disparities.

Reducing racial and ethnic disparities in colorectal cancer screening is likely to require more than access to care

Stimpson, J. P., Pagán, J. A., & Chen, L. W. (n.d.).

Publication year

2012

Journal title

Health Affairs

Volume

31

Issue

12

Page(s)

2747-2754
Abstract
Abstract
Colorectal endoscopy, an effective screening intervention for colorectal cancer, is recommended for people age fifty or older, or earlier for those at higher risk. Rates of colorectal endoscopy are still far below those recommended by the US Preventive Services Task Force. This study examined whether factors such as the supply of gastroenterologists and the proportion of the local population without health insurance coverage were related to the likelihood of having the procedure, and whether these factors explained racial and ethnic differences in colorectal endoscopy.We found evidence that improving access to health care at the county and individual levels through expanded health insurance coverage could improve colorectal endoscopy use but might not be sufficient to reduce racial and ethnic disparities in colorectal cancer screening. Policy action to address these disparities will need to consider other structural and cultural factors that may be inhibiting colorectal cancer screening.

Revenue enhancement through mergers and acquisitions: Wealth effects of method of payment

Ma, J., Pagán, J. A., Chu, Y., & Soydemir, G. (n.d.).

Publication year

2012

Journal title

International Journal of Revenue Management

Volume

6

Issue

3

Page(s)

274-290
Abstract
Abstract
Many firms enhance revenue through mergers and acquisitions deals because synergy occurs when the value of the combined firm after the merger is greater than the sum of the value of the bidding firm and the value of the target firm before the merger. This paper analyses value creation of mergers and acquisitions in ten Asian emerging markets over the past 12 years. The stock markets react positively to M&A deals around the time of the announcement in spite of variation in the method of payment or the types of the target form. Method of payment affects abnormal returns. The difference between cash only payment and stock only payment is statistically significant. When the target is a private firm or a subsidiary, bidder firms realise higher positive abnormal returns than that when the target is a public firm. However, the differences (public vs. private and public vs. subsidiary) are not statistically significant at conventional levels.

Substitution of formal health care services by Latinos/hispanics in the US-Mexico border region of south Texas

Pisani, M. J., Pagán, J. A., Lackan, N. A., & Richardson, C. (n.d.).

Publication year

2012

Journal title

Medical care

Volume

50

Issue

10

Page(s)

885-889
Abstract
Abstract
BACKGROUND: Pervasive poverty and high uninsurance rates in the US-Mexico border region coupled with rising US health care costs and the availability of alternatives to formal US health services-both in the United States and Mexico-have resulted in widespread use of alternatives to formal US health care. OBJECTIVES: We investigate variation in the purchase of substitutes for formal US health services among border residents reporting health-related cost constraints. Preferences for various means of substitution (informal US services, formal Mexican services, and informal Mexican services) are identified. RESEARCH DESIGN: Cross-sectional study of purposive interview data from the Texas Borderlife Project regarding the purchase of a continuum of informal services/goods, including health care services and prescription medications. SUBJECTS: Study respondents included 320 Latino/Hispanic residents of the Texas border region. MEASURES: Eight health substitutes (medical care, prescription medication, and dental care) were ordered from formal services/goods in Mexico to informal services/goods in Mexico and the US. The independent variable was reporting having gone without seeing a physician in the past 12 months because of cost. RESULTS: Border residents reporting cost constraints were significantly more likely to purchase substitutes for formal US health services. Further, our findings suggest that when substitutes to formal US health care are used, Texas border residents prefer to access formal Mexican health care first, followed by informal US health services. CONCLUSIONS: Increasing access to US health services may require greater effort and resources in border communities given the availability of substitutes for formal health care services in this region.

Wealth effects of bank mergers and acquisitions in Asian emerging markets

Ma, J., Pagán, J. A., & Chu, Y. (n.d.).

Publication year

2012

Journal title

Journal of Applied Business Research

Volume

28

Issue

1

Page(s)

47-58
Abstract
Abstract
Through analysis of stock responses to two different types of banking M&A deals, specifying M&A and diversifying M&A, we find that specifying M&A deals incur positive cumulative abnormal returns (CAR) in both two-day and three-day windows without controlling for firm size. Diversifying M&A deals incur positive CAR in two different event windows. However, the differences between the two windows are not statistically significant. Contrary to previous studies on M&A in the banking industry of developed markets, the results of our study indicate that markets do not distinguish among various types of M&A deals in the banking industry around the date of announcement. Diversifying M&A generate positive three-day CARs but they are not significantly better than specifying M&A.

Where would you rather live if you were insured? assessing community uninsurance spillover effects on the insured

Hardeman, R. R., García, C., & Pagán, J. A. (n.d.).

Publication year

2012

Journal title

Journal of Immigrant and Minority Health

Volume

14

Issue

4

Page(s)

706-714
Abstract
Abstract
This study sought to understand the cost, quality of, and access to health care for the insured population in the context of spillover effects resulting from community-level uninsurance. We examined the health care access, quality, and cost experienced by insured Latina mothers in two communities, Minneapolis, Minnesota and McAllen, Texas. These communities differ substantially by the size of the local population without health insurance coverage. Four focus groups were conducted with insured Latina mothers who were caring for at least one child in their household. Eleven and thirteen mothers participated in each community, respectively. The experiences of the insured population in McAllen were substantially different from the experiences of the insured population in Minneapolis. The perceptions of health care quality and access by insured Latina mothers were substantially lower in McAllen while out-of-pocket costs were perceived to be higher in Minneapolis. Our study provides key insights about the US health care system and the role that the relative size of the local uninsured population may have in impacting the health care experiences of the insured. Health insurance coverage rates are expected to increase substantially across US communities within the next few years but local health care system challenges related to cost, quality, and access will remain for both the insured and the uninsured.

An Integrated, Clinician-focused Telehealth Monitoring System to Reduce Hospitalization Rates for Home Health Care Patients with Diabetes

Pagán, J. A., Chen, H. F., & Kalish, M. C. (n.d.).

Publication year

2011

Journal title

Journal of Primary Care & Community Health

Volume

2

Issue

3

Page(s)

153-156
Abstract
Abstract
Diabetes is one of the leading causes of death and disability in the United States, and hospitalization rates related to this health condition are high and costly to the United States health care system. The purpose of this study was to examine the effect of an integrated, clinician-focused telehealth monitoring system on the probability of hospitalization for home health care patients with diabetes. The study included 2009 data from 699 Medicare beneficiaries receiving home health services in Texas and Louisiana. Propensity score matching, logistic regression, and post-estimation parameter simulation were used to assess how telehealth affects the probability of hospitalization during the first 30 days of home health care. The 30-day hospitalization probability for telehealth and non-telehealth patients was 7% and 19%, respectively. Patients in the telehealth group had a 12 (95% confidence interval = 4.2-20.3) percentage point-lower probability of hospitalization within the first 30 days of home health care than non-telehealth matched patients. The results suggest that telehealth monitoring systems that integrate skilled clinicians with critical care experience can lead to substantially lower hospitalization rates during the first 30 days of home health care, large cost savings, and more effective home health management of patients with diabetes.

Cross-border utilization of health care: Evidence from a population-based study in South Texas

Su, D., Richardson, C., Wen, M., & Pagán, J. A. (n.d.).

Publication year

2011

Journal title

Health Services Research

Volume

46

Issue

3

Page(s)

859-876
Abstract
Abstract
Objective. To assess the prevalence of health care utilization in Mexico by Texas border residents and to identify the main contributing factors to their cross-border utilization of health care services. Data and Methods. This study used primary data from a population-based telephone survey that was conducted in the whole Texas border area in 2008. The survey included responses from 1,405 adults. Multivariate logistic regression models were estimated to determine predictors of utilizing a wide range of health care services in Mexico. Principal Findings. Forty-nine percent of the sample reported having ever purchased medications in Mexico, followed by 41 percent for dentist visits, 37.3 percent for doctor visits, and 6.7 percent for inpatient care. The most significant predictors of health care utilization in Mexico were lack of U.S. health insurance coverage, dissatisfaction with the quality of U.S. health care, and poor self-rated health status. Conclusions. The high prevalence of use of health care services in Mexico by Texas border residents is suggestive of unmet needs in health care on the U.S. side of the border. Addressing these unmet needs calls for a binational approach to improve the affordability, accessibility, and quality of health care in the U.S.-Mexico border region.

Diabetes and employment productivity: Does diabetes management matter?

Brown, H. S., Peŕez, A., Yarnell, L. M., Pagán, J. A., Hanis, C. L., Fisher-Hoch, S. P., & McCormick, J. B. (n.d.).

Publication year

2011

Journal title

American Journal of Managed Care

Volume

17

Issue

8

Page(s)

569-576
Abstract
Abstract
Objective: To determine whether labor market effects were the result of diabetes per se or rather depended on the degree to which diabetes was controlled through management of blood sugar levels. Methods: This study utilized data from a recently completed survey of households in Brownsville, Texas, a largely Mexican American community with a high prevalence of diabetes that is located on the Texas-Mexico border. Diabetes management, or control, was measured by blood sugar levels, glycosylated hemoglobin (A1C) levels, and interaction terms. Methods used were probit and Heckman regression. Results: Management of diabetes did not appear to have a discernible impact on labor market outcomes in the short run. However, diabetes was negatively associated with male productivity, particularly in males' propensity to work. The new American Diabetes Association (ADA) definition of diabetes is based on having an A1C level of <6.5%. Using the new ADA definition, diabetes was negatively associated with female productivity. Female productivity was also negatively associated with the new ADA definition of prediabetes (A1C levels between 5.7% and 6.4%). However, very few people with diabetes actually controlled their blood sugar or A1C levels. Conclusion: These results imply that in order to avoid productivity losses associated with diabetes, more scarce prevention resources should be spent on prevention of the onset of diabetes than on the management of A1C for those already diagnosed with diabetes. For women, the prevention of prediabetes is key.

Living in the " land of no" ? Consumer perceptions of healthy lifestyle portrayals in direct-to-consumer advertisements of prescription drugs

Frosch, D. L., May, S. G., Tietbohl, C., & Pagán, J. A. (n.d.).

Publication year

2011

Journal title

Social Science and Medicine

Volume

73

Issue

7

Page(s)

995-1002
Abstract
Abstract
Direct-to-consumer advertising (DTCA) of prescription drugs is the most common form of health communication Americans are exposed to. The effects of DTCA on prescription requests and utilization are well established, but little is known about the effects of advertisements on health behaviors. Many advertisements, especially those promoting drugs to prevent or treat cardiovascular disease, refer to lifestyle change as a way to improve health. However, no studies have examined how consumers interpret these frequently ambiguous messages. We used in-depth interviews with 45 participants, recruited in Los Angeles, USA between April 2007 and July 2008, to explore perceptions of 5 advertisements for drugs that prevent or treat cardiovascular disease (Lipitor ®, Vytorin ®, Zetia ®, Caduet ®, Plavix ®). We found that participants interpreted advertising messages within their own life context and identified four trajectories for enacting behavior change versus taking prescription drugs: Negotiators, Avoiders, Embracers and Jumpstarters. Underlying these four typologies were beliefs about whether lifestyle change was something an individual could do or was willing to do. Our results also show how an advertisement narrative could potentially shift perceptions of causality by suggesting that high cholesterol is primarily hereditary, thereby obviating the need for lifestyle change. Some participants stated that they would prefer lifestyle change to a particular prescription drug, but felt that others would be more likely to embrace taking a prescription drug. This " Third Person Effect" may be masking participants' intentions by identifying a more socially desirable route to therapeutic change. These findings raise questions about how the typologies are distributed in the population and how advertising may shift consumers' beliefs over time, thereby contributing to new forms of medicalization. Effective regulation of DTCA may require expanding scrutiny beyond the accuracy of claims about benefits and risks, to also considering the broader narratives in which these claims are made.

Mortgage delinquency and changes in access to health resources and depressive symptoms in a nationally representative cohort of Americans older than 50 years

Alley, D. E., Lloyd, J., Pagán, J. A., Pollack, C. E., Shardell, M., & Cannuscio, C. (n.d.).

Publication year

2011

Journal title

American journal of public health

Volume

101

Issue

12

Page(s)

2293-2298
Abstract
Abstract
Objectives: We evaluated associations between mortgage delinquency and changes in health and health-relevant resources over 2 years, with data from the Health and Retirement Study, a longitudinal survey representative of US adults older than 50 years. Methods: In 2008, participants reported whether they had fallen behind on mortgage payments since 2006 (n=2474). We used logistic regression to compare changes in health (incidence of elevated depressive symptoms, major declines in self-rated health) and access to health-relevant resources (food, prescription medications) between participants who fell behind on their mortgage payments and those who did not. Results: Compared with nondelinquent participants, the mortgage-delinquent group had worse health status and less access to health-relevant resources at baseline. They were also significantly more likely to develop incident depressive symptoms (odds ratio [OR]=8.60; 95% confidence interval [CI]=3.38, 21.85), food insecurity (OR=7.53; 95% CI=3.01, 18.84), and cost-related medication nonadherence (OR=8.66; 95% CI=3.72, 20.16) during follow-up. Conclusions: Mortgage delinquency was associated with significant elevations in the incidence of mental health impairments and health-relevant material disadvantage. Widespread mortgage default may have important public health implications.

Seniors' perceptions of prescription drug advertisements: A pilot study of the potential impact on informed decision making

Grenard, J. L., Uy, V., Pagán, J. A., & Frosch, D. L. (n.d.).

Publication year

2011

Journal title

Patient Education and Counseling

Volume

85

Issue

1

Page(s)

79-84
Abstract
Abstract
Objective: To conduct a pilot study exploring seniors' perceptions of direct-to-consumer advertising (DTCA) of prescription drugs and how the advertisements might prepare them for making informed decisions with their physicians. Methods: We interviewed 15 seniors (ages 63-82) individually after they each watched nine prescription drug advertisements recorded from broadcast television. Grounded Theory methods were used to identify core themes related to the research questions. Results: Four themes emerged from the interviews about DTCA: (1) awareness of medications was increased, (2) information was missing or misleading and drugs were often perceived as more effective than clinical evidence would suggest, (3) most seniors were more strongly influenced by personal or vicarious experience with a drug - and by their physician - than by DTCA, and (4) most seniors were circumspect about the information in commercial DTCA. Conclusions: DTCA may have some limited benefit for informed decision making by seniors, but the advertisements do not provide enough detailed information and some information is misinterpreted. Practical implications: Physicians should be aware that many patients may misunderstand DTCA, and that a certain amount of time may be required during consultations to correct these misconceptions until better advertising methods are employed by the pharmaceutical industry.

Telehealth and hospitalizations for medicare home healthcare patients

Chen, H. F., Kalish, M. C., & Pagán, J. A. (n.d.).

Publication year

2011

Journal title

American Journal of Managed Care

Volume

17

Issue

6

Page(s)

e224-e230
Abstract
Abstract
Objective: To examine the effect of an integrated, clinician-focused telehealth monitoring system on the probability of hospitalization within the first 30-day episode of home healthcare. Study Design: Retrospective, nonexperimental design. Methods: The study sample includes 2009 data from 5873 Medicare beneficiaries receiving home healthcare services through a network of community-based home health agencies operating in Texas and Louisiana. Propensity-score matching was used to control for selection bias. Logistic regression and postestimation parameter simulation were used to assess how the use of an integrated, clinician-focused telehealth monitoring system might affect the probability of hospitalization during the first 30-day episode of home healthcare. Results: The 30-day probability of hospitalization for telehealth and non-telehealth patients was 10.3% and 17.1%, respectively. Patients in the telehealth group had a 7-percentage-point (95% confidence interval 4.2, 9.4) lower probability of hospitalization within the first 30-day episode of home healthcare than those in the non-telehealth group. Conclusion: The use of an integrated, clinician-focused telehealth monitoring system can substantially reduce the 30-day probability of hospitalization for home healthcare patients. Telehealth monitoring systems that integrate skilled clinicians can lead to substantial hospitalization-related cost savings.

Acculturation and healthy lifestyle habits among Hispanics in United States-Mexico border communities

Ghaddar, S., Brown, C. J., Pagán, J. A., & Díaz, V. (n.d.).

Publication year

2010

Journal title

Revista Panamericana de Salud Publica/Pan American Journal of Public Health

Volume

28

Issue

3

Page(s)

190-197
Abstract
Abstract
Objective. To explore the relationship between acculturation and healthy lifestyle habits in the largely Hispanic populations living in underserved communities in the United States of America along the U.S.-Mexico border. Methods. A cross-sectional study was conducted from April 2006 to June 2008 using survey data from the Alliance for a Healthy Border, a program designed to reduce health disparities in the U.S.-Mexico border region by funding nutrition and physical activity education programs at 12 federally qualified community health centers in Arizona, California, New Mexico, and Texas. The survey included questions on acculturation, diet, exercise, and demographic factors and was completed by 2 381 Alliance program participants, of whom 95.3% were Hispanic and 45.4% were under the U.S. poverty level for 20Chi-square (χ2) and Student's t tests were used for bivariate comparisons between acculturation and dietary and physical activity measures. Linear regression and binary logistic regression were used to control for factors associated with nutrition and exercise. Results. Based on univariate tests and confirmed by regression analysis controlling for so- ciodemographic and health variables, less acculturated survey respondents reported a significantly higher frequency of fruit and vegetable consumption and healthier dietary habits than those who were more acculturated. Adjusted binary logistic regression confirmed that individuals with low language acculturation were less likely to engage in physical activity than those with moderate to high acculturation (odds ratio 0.75, 95% confidence interval 0.59-0.95). Conclusions. Findings confirmed an association between acculturation and healthy lifestyle habits and supported the hypothesis that acculturation in border community populations tends to decrease the practice of some healthy dietary habits while increasing exposure to and awareness of the importance of other healthy behaviors.

Assessing willingness to pay for cancer prevention

Milligan, M. A., Bohara, A. K., & Pagán, J. A. (n.d.).

Publication year

2010

Journal title

International Journal of Health Care Finance and Economics

Volume

10

Issue

4

Page(s)

301-314
Abstract
Abstract
Cancer is the second leading cause of death in the U. S. and its economic cost is very high. The objective of this study is to analyze the socioeconomic and demographic factors that are related to the willingness to pay (WTP) for cancer prevention. Data from an experimental module in the 2002 Health and Retirement Study (HRS) were used to identify WTP differences across different population subgroups. Respondents were asked whether they were willing and able to pay different dollar amounts per month for a new cancer prevention drug. Years of age were negatively related to WTP whereas income and the probability of developing cancer were positively related to WTP. Risk-relevant numeracy skills were positively related to self-assessed cancer risk, which may suggest that adults with poor numeracy skills underestimate their cancer risk. This has consequences not only on the relative perceived value of different cancer treatments across different population subgroups but also on perceived value as captured by WTP.

Context matters: Where would you be the least worse off in the US if you were uninsured?

Garcia, C., Pagán, J. A., & Hardeman, R. (n.d.).

Publication year

2010

Journal title

Health policy

Volume

94

Issue

1

Page(s)

76-83
Abstract
Abstract
Objectives: We examined the health care access, quality, and cost experienced by uninsured Latino mothers in two communities in Minnesota and Texas. These communities differ substantially by the size of the local population without health insurance coverage. Methods: Four focus groups were conducted with uninsured Latino mothers who were caring for at least one child in their household. Seventeen mothers participated in each community. All focus groups were conducted by the same trained staff from a non-profit, community-based research organization. Results: Uninsured Latino mothers in Minnesota rated the quality of health care services in their community to be much higher than their Texas counterparts, but were more likely to emphasize the high costs of care and health insurance coverage. Participants in Texas also described having to go to Mexico to obtain health care services. Conclusions: Policies making provision for health care services to the uninsured are likely to be more effective when they take into account the context or composition of each specific local health care system as well as the financial and non-financial spillovers that these uninsurance-related contexts generate.

Revenue enhancement and wealth effects of mergers and acquisitions in Asian emerging markets

Ma, J., Pagán, J. A., & Chu, Y. (n.d.).

Publication year

2010

Journal title

International Journal of Revenue Management

Volume

4

Issue

2

Page(s)

179-194
Abstract
Abstract
Revenue enhancement and value creation are core issues of mergers and acquisitions (Mamp;A). Revenue enhancing synergy associated with crossindustry M&A is supported by Asian emerging markets. Both within-industry M&A and cross-industry M&A deals realise significant positive abnormal returns. The difference between the two categories of M&A is statistically significant in a three-day window, but not statistically significant in a two-day window. Information leakages may be driving the larger valuation effects because a three-day window includes one day before the announcement date. Since large firms tend to diversify their business, the result that cross-industry M&A deals realise lower abnormal returns than within-industry may be driven by the firm size effect.

Assessing quality across healthcare subsystems in Mexico

Puig, A., Pagán, J. A., & Wong, R. (n.d.).

Publication year

2009

Journal title

Journal of Ambulatory Care Management

Volume

32

Issue

2

Page(s)

123-131
Abstract
Abstract
Recent healthcare reform efforts in Mexico have focused on the need to improve the efficiency and equity of a fragmented healthcare system. In light of these reform initiatives, there is a need to assess whether healthcare subsystems are effective at providing high-quality healthcare to all Mexicans. Nationally representative household survey data from the 2006 Encuesta Nacional de Salud y Nutrición (National Health and Nutrition Survey) were used to assess perceived healthcare quality across different subsystems. Using a sample of 7234 survey respondents, we found evidence of substantial heterogeneity in healthcare quality assessments across healthcare subsystems favoring private providers over social security institutions. These differences across subsystems remained even after adjusting for socioeconomic, demographic, and health factors. Our analysis suggests that improvements in efficiency and equity can be achieved by assessing the factors that contribute to heterogeneity in quality across subsystems.

International competition and the demand for health insurance in the US: Evidence from the Texas-Mexico border region

Brown, H. S., Pagán, J. A., & Bastida, E. (n.d.).

Publication year

2009

Journal title

International Journal of Health Care Finance and Economics

Volume

9

Issue

1

Page(s)

25-38
Abstract
Abstract
Conventional economic explanations for uninsurance should apply to all geographic regions in the United States. However, the border states of California, Arizona, New Mexico and Texas have the highest rates of uninsurance in the US, accounting for over 30% of the total US uninsured population. We use survey data from the fourth wave of the Border Epidemiologic Study on Aging (BESA), a survey from a predominantly Mexican American region of South Texas from 2005 to 2006, to analyze how health insurance coverage in the US is related to the use of health care services in Mexico. BESA includes data on the use of health care services in the US and Mexico. We estimate probit models to investigate the association between having insurance coverage in the US and having a regular doctor in Mexico, the independent variable of interest. Separate models are estimated with having private insurance, Medicare Part B insurance, and any type of public insurance as dependent variables. We deal with the endogeneity, due to reverse causality, of having a regular doctor in Mexico by using instrumental variables in a bivariate probit model. The instruments are dental care utilization in Mexico and a variable measuring frequently visiting Mexico. The results show that competition from Mexico lowers the demand for health insurance coverage in the US side of the border.

Material resources and population health: disadvantages in health care, housing, and food among adults over 50 years of age.

Alley, D. E., Soldo, B. J., Pagán, J. A., McCabe, J., DeBlois, M., Field, S. H., Asch, D. A., & Cannuscio, C. (n.d.).

Publication year

2009

Journal title

American journal of public health

Volume

99

Page(s)

S693-701
Abstract
Abstract
OBJECTIVES: We examined associations between material resources and late-life declines in health. METHODS: We used logistic regression to estimate the odds of declines in self-rated health and incident walking limitations associated with material disadvantages in a prospective panel representative of US adults aged 51 years and older (N = 15,441). RESULTS: Disadvantages in health care (odds ratio [OR] = 1.39; 95% confidence interval [CI] = 1.23, 1.58), food (OR = 1.69; 95% CI = 1.29, 2.22), and housing (OR = 1.20; 95% CI = 1.07, 1.35) were independently associated with declines in self-rated health, whereas only health care (OR = 1.43; 95% CI = 1.29, 1.58) and food (OR = 1.64; 95% CI = 1.31, 2.05) disadvantage predicted incident walking limitations. Participants experiencing multiple material disadvantages were particularly susceptible to worsening health and functional decline. These effects were sustained after we controlled for numerous covariates, including baseline health status and comorbidities. The relations between health declines and non-Hispanic Black race/ethnicity, poverty, marital status, and education were attenuated or eliminated after we controlled for material disadvantage. CONCLUSIONS: Material disadvantages, which are highly policy relevant, appear related to health in ways not captured by education and poverty. Policies to improve health should address a range of basic human needs, rather than health care alone.

Racial and Ethnic Disparities in Awareness of Genetic Testing for Cancer Risk

Pagán, J. A., Su, D., Li, L., Armstrong, K., & Asch, D. A. (n.d.).

Publication year

2009

Journal title

American journal of preventive medicine

Volume

37

Issue

6

Page(s)

524-530
Abstract
Abstract
Background: Racial and ethnic disparities in awareness of genetic testing for cancer risk are substantial. Purpose: This study assesses the relative importance of contributing factors to gaps in awareness of genetic testing for cancer risk across racial and ethnic groups. Methods: Data from the 2005 National Health Interview Survey (N=25,364) were analyzed in 2009 to evaluate the contribution of demographic factors, SES, health status, nativity/length of residency in the U.S., personal/family history of cancer, and perceived cancer risk to racial and ethnic disparities in genetic testing awareness for cancer risk. The contribution of each factor was assessed using the Fairlie decomposition technique. Results: About 48% of non-Hispanic whites reported that they had heard about genetic testing, followed by 31% of blacks, 28% of Asians, and 19% of Hispanics. Education and nativity/length of residency in the U.S. explained 26% and 30% of the gap between whites and Hispanics, respectively. Education accounted for 22% of the white-black gap, with residential region explaining another 11%. Nativity/length of residency in the U.S. explained 51% of the white-Asian gap. Conclusions: The relative importance of factors contributing to racial and ethnic disparities in genetic testing awareness is specific to the particular groups under comparison. Diverse, culturally competent approaches are needed to improve awareness for different racial and ethnic groups.

Which physicians have access to electronic prescribing and which ones end up using it?

Pagán, J. A., Pratt, W. R., & Sun, J. (n.d.).

Publication year

2009

Journal title

Health policy

Volume

89

Issue

3

Page(s)

288-294
Abstract
Abstract
Objectives: This study examines the availability of electronic prescription and the utilization of e-prescribing by physicians in the US. Methods: Nationally representative data from the 2004-2005 Community Tracking Study Physician Survey were used to identify which subgroups of physicians have access to e-prescribing technology and which subgroups are using this technology more or less intensively. Exhaustive Chi-squared Automatic Interaction Detection (CHAID) was employed for statistical data segmentation. Results: Results indicate that the rapidly increasing adoption of electronic prescription is diminished by relatively low physician utilization. E-prescription utilization was segmented among practice size and type. There were also differences in e-prescription use by age, gender, and ethnicity/race in some subgroups. Actual use of e-prescription was very low for female physicians in surgical specialties, psychiatry, and obstetrics/gynecology, and for Hispanic physicians in pediatrics, internal medicine, and family/general practice in solo/two physician practices, medical schools, and hospitals. Conclusions: Insights from segmentation analyses could be used to identify adoption barriers and to develop targeted interventions to accelerate the implementation of e-prescription systems in physician practices.

Written Informed-Consent Statutes and HIV Testing

Ehrenkranz, P. D., Pagán, J. A., Begier, E. M., Linas, B. P., Madison, K., & Armstrong, K. (n.d.).

Publication year

2009

Journal title

American journal of preventive medicine

Volume

37

Issue

1

Page(s)

57-63
Abstract
Abstract
Background: Almost 1 million Americans are infected with HIV, yet it is estimated that as many as 250,000 of them do not know their serostatus. This study examined whether people residing in states with statutes requiring written informed consent prior to HIV testing were less likely to report a recent HIV test. Methods: The study is based on survey data from the 2004 Behavioral Risk Factor Surveillance System. Logistic regression was used to assess the association between residence in a state with a pre-test written informed-consent requirement and individual self-report of recent HIV testing. The regression analyses controlled for potential state- and individual-level confounders. Results: Almost 17% of respondents reported that they had been tested for HIV in the prior 12 months. Ten states had statutes requiring written informed consent prior to routine HIV testing; nine of those were analyzed in this study. After adjusting for other state- and individual-level factors, people who resided in these nine states were less likely to report a recent history of HIV testing (OR=0.85; 95% CI=0.80, 0.90). The average marginal effect was -0.02 (p<0.001, 95% CI=-0.03, -0.01); thus, written informed-consent statutes are associated with a 12% reduction in HIV testing from the baseline testing level of 17%. The association between a consent requirement and lack of testing was greatest among respondents who denied HIV risk factors, were non-Hispanic whites, or who had higher levels of education. Conclusions: This study's findings suggest that the removal of written informed-consent requirements might promote the non-risk-based routine-testing approach that the Centers for Disease Control and Prevention (CDC) advocates in its new testing guidelines.

Acculturation and the use of complementary and alternative medicine

Su, D., Li, L., & Pagán, J. A. (n.d.).

Publication year

2008

Journal title

Social Science and Medicine

Volume

66

Issue

2

Page(s)

439-453
Abstract
Abstract
The use of complementary and alternative medicine (CAM) has been growing substantially in the US in recent years. Such a growth in CAM use coincides with an ongoing increase in the proportion of the foreign-born population in the US. The main objective of this study is to examine the relation between acculturation and the use of CAM therapies among immigrants. Data from a CAM supplement to the 2002 National Health Interview Survey were analyzed to estimate the effects of acculturation on the likelihood of using different CAM therapies over the past 12 months prior to the survey. The results suggest that the level of acculturation-as measured by nativity/length of stay in the US and language of interview-is strongly associated with CAM use. As immigrants stay longer in the US or as their use of English becomes more proficient, the likelihood that they use CAM therapies increases as well, and it gradually approaches the level of CAM use by native-born Americans. Moreover, this relation between acculturation and CAM use generally persists even after the effects of socioeconomic status, health insurance coverage, self-reported health status, and other demographic variables have all been taken into consideration. The substantially lower rates of CAM use by recent immigrants and its possible causes warrant further research.

Effect of guidelines on primary care physician use of PSA screening: Results from the community tracking study physician survey

Guerra, C. E., Gimotty, P. A., Shea, J. A., Pagán, J. A., Schwartz, J. S., & Armstrong, K. (n.d.).

Publication year

2008

Journal title

Medical Decision Making

Volume

28

Issue

5

Page(s)

681-689
Abstract
Abstract
Background. Little is known about the effect of guidelines that recommend shared decision making on physician practice patterns. The objective of this study was to determine the association between physicians' perceived effect of guidelines on clinical practice and self-reported prostate-specific antigen (PSA) screening patterns. Methods. This was a cross-sectional study using a nationally representative sample of 3914 primary care physicians participating in the 1998-1999 Community Tracking Study Physician Survey. Responses to a case vignette that asked physicians what proportion of asymptomatic 60-year-old white men they would screen with a PSA were divided into 3 distinct groups: consistent PSA screeners (screen all), variable screeners (screen 1%- 99%), and consistent nonscreeners (screen none). Logistic regression was used to determine the association between PSA screening patterns and physician-reported effect of guidelines (no effect v. any magnitude effect). Results. Only 27% of physicians were variable PSA screeners; the rest were consistent screeners (60%) and consistent nonscreeners (13%). Only 8% of physicians perceived guidelines to have no effect on their practice. After adjustment for demographic and practice characteristics, variable screeners were more likely to report any magnitude effect of guidelines on their practice when compared with physicians in the other 2 groups (adjusted odds ratio= 1.73; 95% confidence interval=1:25-2:38;P= 0:001). Conclusions. Physicians who perceive an effect of guidelines on their practice are almost twice as likely to exhibit screening PSA practice variability, whereas physicians who do not perceive an effect of guidelines on their practice are more likely to be consistent PSA screeners or consistent PSA nonscreeners.

Contact

jose.pagan@nyu.edu 708 Broadway New York, NY, 10003