Comparison of Medicare Beneficiary Characteristics Report

Comparison of Medicare Beneficiary Characteristics Between Hospital Outpatient Departments and Other Ambulatory Care Settings

Final Report

Prepared For:

American Hospital Association

Prepared By:

Lane Koenig, PhD
Julia Sheriff
Ori Nevo, MPH
Mehmet Sari, PhD
KNG Health Consulting, North Bethesda, MD, USA

March 22, 2023

Introduction

Medicare beneficiaries may receive ambulatory care services in different settings, including independent physician offices (IPOs), hospital outpatient departments (HOPDs), emergency departments (EDs), and – for surgical services – ambulatory surgical centers (ASCs). While there is overlap in the types of services provided, the cost of care varies across settings. Treatment costs can differ across settings due to variation in both regulatory requirements and patient needs, as a result of differences in clinical factors and social determinants of health (SDOH).

In this study, we compared Medicare beneficiary characteristics between those treated in different ambulatory settings between 2019 and 2021 to better understand how patient needs vary. We constructed two primary cohorts and conducted analyses on a subset of patients with cancer. First, we compared beneficiaries treated in hospital outpatient settings (including EDs) to beneficiaries treated in IPOs. We completed a similar comparison for a subset of patients with a cancer diagnosis. Second, we compared beneficiaries who received outpatient surgery in HOPDs to those who primarily received outpatient surgery in ASCs. Our findings suggest higher needs for patients treated in HOPDs as compared to other settings, because of SDOH and higher clinical complexity.

Methods

Population

We conducted the analyses using claims data for a 5% sample of beneficiaries in traditional Medicare (i.e., Fee-for-Service) that used either HOPD, IPO, or ASC services in 2019, 2020, or 2021. The sample was limited to beneficiaries who had at least one claim from an HOPD or IPO (HOPD/IPO cohort), or ASC (HOPD/ASC cohort). In addition, we limited the HOPD/ASC analyses to claims that included services paid under the Medicare ASC fee schedule. For those assigned to the HOPD/IPO cohort, we conducted a sub-analysis on patients with a principal diagnosis of cancer on an HOPD or IPO claim. (See Appendix for additional details on methods.)

Identifying Patient Setting

For each cohort (HOPD/IPO and HOPD/ASC), patients were assigned to the setting where they received the majority of their ambulatory care in a year.1

Analyses

We compared beneficiary socioeconomic and clinical characteristics. Socioeconomic characteristics included Medicare-Medicaid dual enrollment (dual eligible) and race/ethnicity. Clinical characteristics included original reason for Medicare entitlement and two medical condition measures: (1) percent with a comorbidity or complication (CC) or major CC (MCC) as defined by the Centers for Medicare & Medicaid Services; and (2) Charlson Comorbidity Index (CCI).

For dichotomous variables, we report the percentage of beneficiaries with an attribute (e.g., dual eligible) and “relative risk,” calculated as the HOPD percentage divided by the IPO (or ASC) percentage. This measure represents the relative likelihood of an HOPD beneficiary having a characteristic as compared to an IPO (or ASC) beneficiary.2 All statistics referenced in this report refer to averages of annual statistics across years 2019-2021. All annual differences in values were tested using t-tests and found to be statistically significant at the .001 level.

Findings: HOPDs and Physician Offices

We identified, on average, approximately 249,000 HOPD beneficiaries with 3 million claims, and 1.1 million IPO beneficiaries with 18.1 million IPO claims annually over the study period, in the 5% sample.

Indicators of Social Determinants of Health

As compared to IPO beneficiaries, HOPD beneficiaries were more likely to be non-White (1.5 and 1.4 times more likely to be Black and Hispanic, respectively) and enrolled in Medicaid (Figure 1: 1.9 times more likely to be dual eligible).

Indicators of Clinical Complexity

HOPD beneficiaries were more likely to enter into the Medicare program due to disability or end-stage renal disease (ESRD) (Figure 2), which accounts for the greater share of under 65-year-old beneficiaries in HOPDs. Across the study period, 31% of HOPD beneficiaries were originally enrolled in Medicare due to disability and/or ESRD as compared to 19% for IPO (1.6 times more likely for HOPD than IPO).


Figure 1. Share of Dual Eligible Beneficiaries by HOPD and IPO, 2019–2021

Figure 1. Share of Dual Eligible Beneficiaries by HOPD and IPO, 2019–2021. Beneficiaries seen in HOPDs are 1.9x more likely to be Dual Eligible than those seen in IPOs. HOPD: 25.2%. IPO: 13.4%.

Source: KNG Health Consulting, LLC analysis of 2018 -2021 Medicare Inpatient, Outpatient, and Carrier Standard Analytic Files
Note: HOPD = Hospital Outpatient Department; IPO = Independent Physician Office


Figure 2. Share with Disability and/or ESRD as Original Reason for Medicare by HOPD and IPO, 2019–2021

Figure 2. Share with Disability and/or ESRD as Original Reason for Medicare by HOPD and IPO, 2019–2021. Beneficiaries seen in HOPDs are 1.6x more likely to be enrolled in Medicare through Disability and/or ESRD than those seen in IPOs. HOPD: 30.7%. IPO: 18.8%.

Source: KNG Health Consulting, LLC analysis of 2018 -2021 Medicare Inpatient, Outpatient, and Carrier Standard Analytic Files
Note: HOPD = Hospital Outpatient Department; IPO = Independent Physician Office; ESRD = End Stage Renal Disease


Figure 3. Share of Beneficiaries with at least One CC or MCC by HOPD and IPO, 2019–2021

Figure 3. Share of Beneficiaries with at least One CC or MCC by HOPD and IPO, 2019–2021. A greater percentage of beneficiaries seen in HOPDs have CCs (1.2x) and MCCs(1.8x) than those seen in IPOs. At least one CC: HOPD 63.2%; IPO 54.6%. At least one MCC: HOPD 28.6%; IPO 16.0%.

Source: KNG Health Consulting, LLC analysis of 2018 -2021 Medicare Inpatient, Outpatient, and Carrier Standard Analytic Files
Note: HOPD = Hospital Outpatient Department; IPO = Independent Physician Office; CC = Comorbidities and Complications; MCC= Major CC


HOPD beneficiaries had higher clinical complexity than IPO beneficiaries across all measures examined:

  • The CCI score was 3.1 for HOPD beneficiaries and 2.2 for IPO beneficiaries.
  • HOPD beneficiaries had a 23% higher likelihood of having at least one CC than IPO beneficiaries (Figure 3).
  • HOPD beneficiaries had a 78% higher likelihood of having at least one major CC than IPO beneficiaries (Figure 3).

When examining prior utilization of healthcare services as a proxy for clinical complexity, our results align with other findings. On a per claim basis, HOPD beneficiaries were more than twice as likely as IPO beneficiaries to have had an ED visit or inpatient hospital stay in the prior 90 days (Figure 4).

Text Box: Cancer Cohort

Medicare beneficiaries with cancer were roughly four times more likely to seek ambulatory care in an HOPD as compared to an IPO. We conducted a sub analysis for beneficiaries with cancer to assess whether similar patterns to the full HOPD/IPO cohort exist in this group. We found that:

  • HOPDs serve a higher proportion of non-White cancer patients than IPOs (1.9 times more likely to be Hispanic and 2 times more likely to be Black).
  • HOPDs serve a higher proportion of low income cancer patients than IPOs (2.3 times more likely to be dual eligible and residing in counties where median incomes are $3,000 less than the national average).

Our findings on other demographic factors, and clinical and prior utilization factors were similar to findings for the overall HOPD IPO cohort.


Figure 4 . Share of Beneficiaries with ED or Hospital Stay with in Prior 90 Days By HOPD and IPO, 2019–2021

Figure 4 . Share of Beneficiaries with ED or Hospital Stay with in Prior 90 Days By HOPD and IPO, 2019–2021. Medicare beneficiaries seen in HOPDs have higher prior ED (2.1x) and Hospital (2.2x) utilization in the 90 days prior than those seen in IPOs. Percent of Cases with an ED Visit in Past 90 Days: HOPD 31.2%; IPO 15.1%. Percent of Cases with a Hospital Stay in Past 90 Days: HOPD 16.0%; IPO 7.4%.

Source: KNG Health Consulting, LLC analysis of 2018 -2021 Medicare Inpatient, Outpatient, and Carrier Standard Analytic Files
Note: HOPD = Hospital Outpatient Department; IPO = Independent Physician Office; ED = Emergency Department


Findings: HOPDs and Ambulatory Surgical Centers

We identified, on average, approximately 263,000 HOPD beneficiaries with 511,000 claims, and 127,000 ASC beneficiaries with 203,000 ASC claims annually over the study period, in our 5% sample.


Figure 5. Share of Dual Eligible Beneficiaries by HOPD and ASC, 2019–2021

Figure 5. Share of Dual Eligible Beneficiaries by HOPD and ASC, 2019–2021. Beneficiaries seen in HOPDs are 1.7x more likely to be dual eligible than those seen in ASCs. HOPD: 16.0%. ASC: 9.2%.

Source: KNG Health Consulting, LLC analysis of 2018 -2021 Medicare Inpatient, Outpatient, and Carrier Standard Analytic Files
Note: HOPD = Hospital Outpatient Department; ASC = Ambulatory Surgery Center


Indicators of Social Determinants of Health

As compared to ASC beneficiaries, HOPD beneficiaries had a similar race/ethnicity composition. However, HOPD beneficiaries were significantly more likely to be enrolled in Medicaid than ASC beneficiaries (Figure 5: 1.7 times more likely to be dual eligible).

Indicators of Clinical Complexity

The patterns in original reason for Medicare enrollment between HOPD and ASC patients were similar to those between HOPD and IPO patients. Across the study period, 24% of HOPD beneficiaries were originally enrolled in Medicare due to disability and/or ESRD as compared to 16% for ASC beneficiaries (1.6 times more likely for HOPD than ASC beneficiaries). HOPD beneficiaries were more than twice as likely as ASC beneficiaries to be enrolled due to ESRD.


Figure 6. Share of Beneficiaries with at least One CC or MCC by HOPD and ASC, 2019–2021

Figure 6. Share of Beneficiaries with at least One CC or MCC by HOPD and ASC, 2019–2021. A greater percentage of beneficiaries seen in HOPDs have CCs (1.3x) and MCCs (2.0x) than those seen in ASCs. At least one CC: HOPD 71.6%; ASC 54.9%. At least on MCC: HOPD 28.3%; ASC 14.5%.

Source: KNG Health Consulting, LLC analysis of 2018 -2021 Medicare Inpatient, Outpatient, and Carrier Standard Analytic Files
Note: HOPD = Hospital Outpatient Department; ASC = Ambulatory Surgery Center; CC = Comorbidities and Complications; MCC= Major CC


As in the HOPD/IPO cohort, HOPD beneficiaries had higher clinical complexity than ASC beneficiaries across all measures examined:

  • The CCI score was 3.5 for HOPD beneficiaries and 2.2 for ASC beneficiaries.
  • HOPD beneficiaries had a 30% higher likelihood of having at least one CC than IPO beneficiaries (Figure 6).
  • HOPD beneficiaries had almost twice the likelihood of having at least one major CC than ASC beneficiaries (28.3% vs. 14.5%) (Figure 6).

When examining prior utilization in the 90 days prior to HOPD or ASC surgical care, HOPD patients showed higher results than ASC patients across all metrics (Figure 7):

  • HOPD patients were 2.8 times more likely to have visited an ED in the past 90 days than ASC patients.
  • The percentage of cases receiving inpatient hospital care in the past 90 days was 3.6 times higher for HOPD beneficiaries than for ASC beneficiaries.

Figure 7. Share of Beneficiaries with ED or Hospital Stay with in Prior 90 Days By HOPD and ASC, 2019–2021

Figure 7. Share of Beneficiaries with ED or Hospital Stay with in Prior 90 Days By HOPD and ASC, 2019–2021. Medicare beneficiaries seen in HOPDs have higher prior ED (2.8x) and Hospital (3.6x) utilization in the 90 days prior than those seen in ASCs. Percent of Cases with an ED Visit in Past 90 Days: HOPD 29.3%; ASC 10.5%. Percent of Cases with a Hospital Stay in Past 90 Days: HOPD 12.0%; ASC 3.3%.

Source: KNG Health Consulting, LLC analysis of 2018 -2021 Medicare Inpatient, Outpatient, and Carrier Standard Analytic Files
Note: HOPD = Hospital Outpatient Department; ASC = Ambulatory Surgery Center; ED = Emergency Department


Discussion

During the 2019 to 2021 period, we found that Medicare beneficiaries who received care in HOPDs had higher needs than beneficiaries treated in IPOs and ASCs. HOPD beneficiaries were of lower socioeconomic status and were more likely to be non-White compared to ASCs and IPOs. In addition, the percent of beneficiaries enrolled in Medicare due to ESRD and/or disability was higher for HOPD patients. Finally, HOPD patients were more likely to have at least one complication or comorbidity, and more likely to have had a prior hospital stay and ED visit within the past 90 days compared to ASC and IPO patients.

There are limitations that are important to note in this study. First, the study did not include Medicare beneficiaries enrolled in Medicare Advantage. Second, the study period of 2019-2021 encompasses the COVID-19 pandemic, which may have skewed patient and clinical characteristics. Finally, we aligned beneficiaries to the setting where they had the majority of ambulatory care claims. Using an alternative classification method for patients could potentially yield different results.

While there is overlap in the types of services provided across settings, our findings indicate that beneficiary needs, and – as a result – treatment costs may differ across settings due to variation in clinical factors and social determinants of health. Our findings suggest greater capabilities of hospital-based settings as well as disparities in health care access by different beneficiaries. Such factors should be considered by policymakers when assessing changes to Medicare policies.

Appendix: Methods

Data

To complete the study, KNG Health analyzed data from the following files:

  • 2018–2021 100% Inpatient Standard Analytic Files (SAFs)
  • 2019–2021 5% Outpatient SAFs
  • 2019–2021 5% Carrier SAFs
  • 2018–2021 100% Denominator Files

We used the 2018-2021 SAFs to identify Medicare beneficiary HOPD and IPO claims and prior use of ED and hospital services (2018 data was used to obtain 90-day prior utilization for 2019 data cohort); and the 2018-2021 Denominator files to identify beneficiaries with continuous enrollment in Medicare during the year and 3 months prior (to ensure prior utilization data would be available on claims) and other demographic information. We used 2015 and 2019 data from the 2020-2021 Area Health Resources File, sourced from the 2019 1-year and the 2019 5-year American Community Survey to describe median income.

Study Population

We conducted analyses on three Medicare fee-for-service cohorts:

  • Beneficiaries treated in HOPDs and IPOs
  • Subset of beneficiaries with cancer treated in HOPDs or IPOs (HOPD-IPO Cancer Cohort)
  • Beneficiaries treated in HOPDs and ASCs (HOPD-ASC Full Cohort) for surgical care

All beneficiaries included in the study had continuous enrollment in Medicare FFS Part A and Part B in all months alive during the respective calendar year, and the last three months of the prior calendar year. HOPD-IPO cohorts included patients who had at least 1 HOPD or IPO visit during the calendar year, and the HOPD-ASC cohort included patients who had at least 1 HOPD or ASC claim for an ASC-covered surgical procedure during the calendar year. The HOPD-IPO cancer patients were identified based on principal diagnoses across their HOPD and IPO claims. Cancer conditions were defined by AHRQ’s Clinical Classification Software (CCS) (CCS 11-45).

Cohort Assignment

To determine patient assignments into the HOPD-IPO cohort or the HOPD-ASC cohort, we compared the number of claims in each pair of settings. Beneficiaries were included in the study and assigned to a setting if they received over 50% of their care in that setting. To examine annual differences in patient and visit characteristics between HOPDs and IPOs or HOPDs and ASCs, we assessed differences in average characteristics between the two settings using t-tests.

Table 1. Identification of HOPD, IPO, and ASC Visits
Setting Identification
HOPD
  • Outpatient claims, excluding non-hospital claims
  • Carrier claims with place of service code of “22=Outpatient Hospital" and "19=Off-campus Outpatient Hospital" without overlapping outpatient claim (i.e., same beneficiary and claim through date).
IPO Carrier claims with place of service code of “11=Office”
ASC-HOPD
  • HOPD visit as defined above
  • Presence of Healthcare Common Procedure Coding System (HCPCS) paid under the ASC fee schedule
  • Presence of HCPCS also present in ASC claims for that year as defined below
ASC
  • Carrier claims with "Ambulatory Surgical Center" codes: (1) place of service code = 24, provider specialty code = 49, and CMS type of service code = F.
  • Presence of HCPCS paid under the ASC fee schedule
  • Presence of HCPCS also present in ASC-HOPD claims for that year as defined above

  1. Beneficiaries that received an equal number of services in each setting were excluded from the analysis.
  2. For example, 25.2% of HOPD and 13.4% of IPO beneficiaries were dual eligible. Thus, HOPD beneficiaries were approximately 1.9 times (or 90%) more likely to be dual eligible (1.88=25.2/13.4).