Title: The Role of Consumer Knowledge on the Demand for Preventive Health Care Among the Elderly
1The Role of Consumer Knowledge on the Demand for
Preventive Health Care Among the Elderly
- Stephen T. Parente, Ph.D., Project HOPE Center
for Health - Affairs and Johns Hopkins University
- David S. Salkever, Ph.D., Johns Hopkins
University and NBER - Joan DaVanzo, Ph.D., The Lewin Group
- (Formerly of the Barents Group, LLC)
- Research sponsored by the Health Care Financing
Administration, - (Contract 500-95-0057/Task Order 2)
2Presentation Overview
- Study Objectives
- Supporting Literature
- Modeling Approach
- Estimation Results
- Policy Implications
- Next Steps
3Study Objectives
- Develop an economic model to of demand to
estimate the direct effect of information on the
preventive service utilization. - Identify the effect of income, education and
insurance coverage, controlling for information
effects. - Estimate the benefits of a fully informed
non-institutionalized population. - Identify characteristics of a knowledgeable
Medicare beneficiary .
4Literature Supporting ResearchRole of consumer
information on medical care demand
- Arrow (1963) Patients rely on providers and
insurers to act as their agents. - Pauly Satterthwaite (1981) First empirical
analysis of the role of consumer informations
indirect effect on demand. - Kenkel (1990) Estimated the direct effect of
information on medical visit demand. - Hsieh and Lin (1997) Estimate effect of
information on preventive services in Taiwan.
5Literature Supporting ResearchKnowledge of
Health Services and Health Insurance Benefits
- McCall et al (1986) Medicare beneficiaries in
six States have a low level of knowledge of
Medicare benefits and supplemental policies.. - Issacs (1996) Blendon et al, (1997) Significant
misunderstanding among the general population
regarding managed care and entitlement programs. - Barents/Project HOPE/Westat (1998) General
probability sample of 1996 Medicare
non-institutionalized beneficiaries suggests
people learning principally by experience.
6Unexplored Areas
- The direct effect of knowledge (not information)
on the demand for Preventive Services in the
Medicare population. - The impact of recent change in preventive care
benefit design on the use of preventive care. - The direct effect of Medicare program knowledge
on curative medical care utilization and cost. - The 120 Million (Medicare Choice) question
Will better informed beneficiaries have different
in their health care use, cost, health status,
and satisfaction than uninformed beneficiaries?
7Modeling Approach
- Model the demand for influenza vaccination and
mammography screening among Medicare
beneficiaries (both were covered benefits as of
1992). - Use a two part model of demand
- Treat beneficiary knowledge of the preventive
care benefit as endogenous. - Use IV estimation with instrument(s) for
beneficiary knowledge of the benefit.
8Two Part Demand Model for Preventive Care
- Eq. 1 Ki a0 a1Xi ui
- Eq. 2 Di b0 b1Yi b2Ki vi
- Ki knowledge of beneficiary I
- Xi vector of patient characteristics relevant
to obtaining K - Di preventive service demand (0,1)
- Yi beneficiary attributes
- ui and vi random error terms
- Eq. 2 provides a reduced form demand expression
9Data Medicare Current Beneficiary Survey (MCBS)
- Panel survey of (14,000) beneficiaries offered
every year since 1991. - Household interview that occurs in three rounds
annually. - Self-report survey data is linked to Medicare
claims data for the non-Medicare risk HMO
population. - Provides cost and use information (including
drug use), SES, health status, functional status.
10Data Used for this analysis -1
- 1996 calendar year MCBS population
- Three rounds of combined data
- Round 16 Cost and Use, Medicare claims for all
1996 attached. - Round 17 Includes supplemental questionnaire
regarding beneficiaries information needs. - Round 18 Includes supplemental questionnaire on
specific Medicare benefit and program knowledge.
11Data Used for this Analysis -2
- Selected a subset of non-institutionalized
elderly. (N9735 all, 5601 women) - Dependent Variables
- Mammography screening use (for women) 1yes,
0no - Flu shot 1yes, 0 no
- Explanatory Variables (e.g., benefit knowledge)
- True (1) or false (0), Medicare covers flu shot
/mammography? - Control Variables (demand shifters)
- Income, Education, Network effects
- Insurance (supplemental, dual eligibility)
- SES, Health status, functional status
12Data Used for this Analysis -3
- Key Instrumental Variable for Benefit Knowledge
- Combined score of Medicare program quiz
questions - A physician who accepts assignment can not
charge whatever they want? - You have the right to appeal a decision made by
Medicare regarding a covered benefit? - Physical exams are a covered Medicare expense?
- 21.5 got all three right.
- Second Instrument
- Correct Knowledge of the other preventive care
benefit.
13Descriptive Statistics of Key Variables
- Flu Shot Mean STD
- Use 64.9 (0.477)
- Correct Knowledge 76.4 (0.425)
- Mammogram (women only)
- Use 39.4 (0.489)
- Correct Knowledge 66.2 (0.473)
- Program Rules 21.5 (0.411)
- women only 19.9 (0.399)
14First Stage Results-1Flu Shot Benefit Knowledge
15First Stage Results-2Mammography Benefit
Knowledge
16Second Stage Results-1Flu Shot Use
17Second Stage Results-2Mammography Screening Use
18Key Findings
- Knowledge of a preventive care benefit appears to
have the greatest impact on demand. - Income, supplemental coverage and education level
have a positive impact on the demand for
services. - Mixed results regarding race. Black
beneficiaries less likely to get a flu shot, but
there is not a similar finding for mammography.
May reflect an interaction between race and
gender.
19Policy Implications
- If all non-institutionalized beneficiaries were
knowledgeable about prevent care benefits - 1.5 million for beneficiaries immunized (9.1
increase) - 1 million more females screened (14.7 increase)
- Per beneficiary annual cost-saving for flu shot
is 1.64 to 9.03 depending on health status. - Medicare will spend 3 per year on beneficiaries
for consumer education. - Medicares goal of increasing preventive service
use further will depend on the marginal cost of
reaching one more beneficiary.
20Next Steps
- Control for impact of prior use of services on
knowledge. - Compare results from 2SLS to bivariate probit
results. - Examine effect of knowledge on health care
utilization and cost. - Develop new instruments for Medicare Choice
analysis using the MCBS.
21Solicitation for Future Instruments to be
included in MCBS Supplement
- Current list includes
- Most people covered by Medicare can choose among
different kinds of health insurance plans within
Medicare (T/F). - Medicare by itself doesnt pay for all of
your/(SPs) health care expenses. - The government is trying to force some people on
Medicare to join HMOs even if they dont want to. - People can complain to Medicare about their HMOs
or supplemental plans if they are not satisfied
with them. - HMOs that cover people on Medicare often cover
more health services, like prescribed medicines,
than Medicare by itself. - If (you/SP) join(s) an HMO that covers people on
Medicare, (you/SP) will have fewer benefits than
if (you/SP) just had Medicare by itself. - If (you/SP) join(s) an HMO that covers people on
Medicare, (you are/SP is) allowed to drop out
only during certain times of the year and still
be covered by Medicare.