| Literature DB >> 34902095 |
John Xuefeng Jiang1, Daniel Polsky2,3, Jeff Littlejohn4, Yuchen Wang3, Hossein Zare2, Ge Bai5,6.
Abstract
BACKGROUND: The Hospital Price Transparency Final Rule, effective January 1, 2021, requires hospitals to post online a machine-readable file that includes payer-specific negotiated commercial prices for all services. The regulation aims to improve the affordability of hospital care by promoting price competition. However, a low compliance level among hospitals would compromise the operational effectiveness of this regulation. Understanding hospitals' compliance status to the regulation has important implications for its enforcement effort and effectiveness assessment.Entities:
Mesh:
Year: 2021 PMID: 34902095 PMCID: PMC8667537 DOI: 10.1007/s11606-021-07237-y
Source DB: PubMed Journal: J Gen Intern Med ISSN: 0884-8734 Impact factor: 6.473
Figure 1Compliance % across hospital referral regions, June 1, 2021. Compliance % is equivalent to the average compliance rating (0 or 1) in the HRR. A hospital is deemed noncompliant (compliance rating = 0) if it had not posted any machine-readable pricing file or the file posted contained no commercial negotiated price information as of June 1, 2021. A hospital is deemed compliant (compliance rating = 1) if it had posted a machine-readable file with commercial negotiated prices for at least one insurance plan as of June 1, 2021. No hospital information was available in the sample for one HRR (Bend, OR, colored white on the map).
List of HRRs with 0% and 100% Compliance
| AR—Fort Smith | AZ—Sun City |
| AR—Texarkana | CT—Bridgeport |
| CA—Salinas | GA—Albany |
| CA—Ventura | IL—Bloomington |
| DE—Wilmington | IN—Lafayette |
| FL—Clearwater | IN—Muncie |
| FL—Lakeland | KY—Covington |
| FL—Ormond Beach | KY—Owensboro |
| FL—St. Petersburg | MI—Dearborn |
| FL—Tampa | MI—Flint |
| IA—Cedar Rapids | MI—Petoskey |
| IA—Waterloo | MI—St. Joseph |
| IL—Hinsdale | NC—Hickory |
| LA—Alexandria | NJ—Paterson |
| MD—Salisbury | PA—Harrisburg |
| MD—Takoma Park | PA—Lancaster |
| MS—Meridian | PA—York |
| NJ—Ridgewood | TN—Johnson City |
| OH—Elyria | TN—Kingsport |
| SC—Florence | VA—Winchester |
| TX—Corpus Christi | |
| VA—Lynchburg | |
| VA—Newport News | |
| VA—Norfolk | |
| VA—Richmond | |
| WA—Yakima |
Compliance % is equivalent to the average compliance rating (0 or 1) in the HRR. T tests for comparison of the means between HRRs with 0% compliance vs HRRs with 100% compliance: # of hospitals (5.01 vs 4.05; P = 0.22); HHI (0.54 vs 0.69; P = 0.04); % for-profit hospitals (0.12 vs 0.04; P = 0.15); % government hospitals (0.12 vs 0.10; P = 0.79); % system-affiliated hospitals (0.74 vs 0.79; P = 0.62); % non-urban hospitals (0.71 vs 0.56; P = 0.16); % teaching hospitals (0.30 vs 0.40; P = 0.31); # of discharges (4722 vs 3866; P = 0.52); IT preparedness (0.03 vs 0.02; P = 0.91); profit margin (0.05 vs 0.04; P = 0.68); charge markup (4.95 vs 4.30; P = 0.26); % Medicare discharge (0.38 vs 0.36; P = 0.54), and % Medicaid (0.07 vs 0.05; P = 0.20)
State Ranking, by Compliance %
| 1 | DC | 100% | 27 | Illinois | 42% |
| 2 | Hawaii | 88% | 28 | Ohio | 40% |
| 3 | Rhode Island | 86% | 29 | Georgia | 40% |
| 4 | Indiana | 80% | 30 | Wyoming | 40% |
| 5 | Michigan | 75% | 31 | New York | 40% |
| 6 | Minnesota | 74% | 32 | Mississippi | 39% |
| 7 | Vermont | 73% | 33 | Oregon | 39% |
| 8 | South Dakota | 71% | 34 | New Jersey | 38% |
| 9 | Tennessee | 70% | 35 | Virginia | 36% |
| 10 | Connecticut | 68% | 36 | New Mexico | 35% |
| 11 | Pennsylvania | 66% | 37 | Kansas | 35% |
| 12 | North Carolina | 62% | 38 | Nebraska | 34% |
| 13 | West Virginia | 62% | 39 | Missouri | 34% |
| 14 | Wisconsin | 59% | 40 | Texas | 34% |
| 15 | Utah | 58% | 41 | Oklahoma | 32% |
| 16 | Nevada | 54% | 42 | Montana | 32% |
| 17 | South Carolina | 51% | 43 | Florida | 31% |
| 18 | Alabama | 50% | 44 | North Dakota | 31% |
| 19 | Arkansas | 47% | 45 | Maine | 28% |
| 20 | Arizona | 46% | 46 | Alaska | 27% |
| 21 | Kentucky | 44% | 47 | Colorado | 25% |
| 22 | Iowa | 44% | 48 | Louisiana | 23% |
| 23 | California | 44% | 49 | Washington | 21% |
| 24 | Idaho | 43% | 50 | Maryland | 10% |
| 25 | Massachusetts | 42% | 51 | Delaware | 0% |
| 26 | New Hampshire | 42% |
Compliance % is equivalent to the average compliance rating (0 or 1) in the state
DC The District of Columbia
Variable Definition and Summary
| Compliance rating | 1 if compliant, 0 if otherwise | 3558 | 0.45 | 0.50 | 0 | 0 | 1 |
| For profit | 1 if a for-profit hospital, 0 if otherwise | 3558 | 0.19 | 0.39 | 0 | 0 | 0 |
| Government | 1 if a government hospital, 0 if otherwise | 3558 | 0.19 | 0.40 | 0 | 0 | 0 |
| System | 1 if system-affiliated, 0 if otherwise | 3558 | 0.65 | 0.48 | 0 | 1 | 1 |
| Non-urban | 1 if non-urban, 0 if otherwise | 3558 | 0.47 | 0.50 | 0 | 0 | 1 |
| Teaching | 1 if teaching hospital, 0 if otherwise | 3558 | 0.30 | 0.46 | 0 | 0 | 1 |
| Log (discharges) | Logarithm of # of discharges | 3558 | 7.77 | 1.85 | 6.43 | 8.12 | 9.28 |
| Market share | System-adjusted market share on the HRR | 3558 | 0.19 | 0.23 | 0.02 | 0.09 | 0.28 |
| IT preparedness | Health IT assets/total fixed assets | 3558 | 0.05 | 0.13 | 0 | 0 | 0.02 |
| Profit margin | Overall net income/net patient revenue | 3558 | 0.05 | 0.14 | − 0.01 | 0.05 | 0.12 |
| Charge markup | Charge/Medicare-allowable cost | 3558 | 4.17 | 2.63 | 2.30 | 3.64 | 5.25 |
| Medicare % | Medicare discharge/total discharge | 3558 | 0.38 | 0.16 | 0.26 | 0.35 | 0.46 |
| Medicaid % | Medicaid discharge/total discharge | 3558 | 0.08 | 0.09 | 0.02 | 0.04 | 0.11 |
| Peer compliance* | Average compliance rating of other hospitals in the HRR | 3557 | 0.45 | 0.25 | 0.27 | 0.44 | 0.60 |
*One observation was lost for “Peer compliance” because one HRR (St. Joseph, MI) has only one hospital in the sample, and thus, no peer compliance was available
Factors Associated with Hospital Compliance Rating
| For profit | 0.084*** | 0.089*** | 0.079*** | 0.083*** |
| (0.001) | (0.001) | (0.004) | (0.001) | |
| Government | − 0.013 | 0.030 | 0.016 | 0.025 |
| (0.574) | (0.227) | (0.561) | (0.323) | |
| System | 0.148*** | 0.137*** | 0.151*** | 0.142*** |
| (0.000) | (0.000) | (0.000) | (0.000) | |
| Non-urban | 0.091*** | 0.054*** | 0.070*** | 0.059*** |
| (0.000) | (0.006) | (0.001) | (0.002) | |
| Teaching | 0.044** | 0.032 | 0.011 | 0.024 |
| (0.045) | (0.135) | (0.630) | (0.256) | |
| Log (# of discharges) | 0.013* | 0.021*** | 0.022*** | 0.023*** |
| (0.064) | (0.003) | (0.003) | (0.001) | |
| Market share | 0.169*** | 0.106*** | 0.088* | 0.078** |
| (0.000) | (0.009) | (0.087) | (0.042) | |
| IT preparedness | 0.129** | 0.164** | 0.145** | 0.160** |
| (0.045) | (0.013) | (0.035) | (0.016) | |
| Profit margin | − 0.042 | − 0.027 | − 0.040 | − 0.029 |
| (0.463) | (0.637) | (0.494) | (0.614) | |
| Charge markup | − 0.008* | 0.002 | 0.004 | 0.001 |
| (0.091) | (0.728) | (0.483) | (0.786) | |
| Medicare % | − 0.139** | − 0.073 | − 0.122* | − 0.074 |
| (0.026) | (0.281) | (0.088) | (0.272) | |
| Medicaid % | − 0.251*** | − 0.277*** | − 0.148 | − 0.223** |
| (0.005) | (0.005) | (0.146) | (0.024) | |
| Peer compliance | 0.422*** | |||
| (0.000) | ||||
| State fixed effects | No | Yes | No | Yes |
| HRR fixed effects | No | No | Yes | Yes |
| 3558 | 3558 | 3558 | 3557† | |
| Adj. | 0.048 | 0.126 | 0.195 | 0.155 |
The dependent variable is compliance rating (0 or 1). Linear probability models are used. P values are based on robust standard errors and are in parentheses. Coefficients are reported, except for constants. The results remained qualitatively unchanged if the 891 hospitals excluded from the sample (because their machine-readable files cannot be automatically processed) were reclassified as noncompliant and included in the sample
†One observation was lost in model (4) because one HRR (St. Joseph, MI) has only one hospital in the sample, and thus, no peer compliance was available
***P < 0.001; **P < 0.05; *P < 0.1
Factors Associated with HRR Average Compliance Rating
| Log (# of hospitals in the HRR) | 0.040 | 0.041 |
| (0.198) | (0.159) | |
| HHI | 0.293** | 0.270** |
| (0.020) | (0.026) | |
| Average for profit | 0.100 | 0.131 |
| (0.347) | (0.219) | |
| Average government | − 0.026 | 0.124 |
| (0.736) | (0.197) | |
| Average system | 0.084 | − 0.018 |
| (0.343) | (0.849) | |
| Average non-urban | 0.099 | − 0.037 |
| (0.237) | (0.643) | |
| Average teaching | 0.159* | 0.154 |
| (0.097) | (0.123) | |
| Log (average # of discharges) | 0.006 | 0.008 |
| (0.864) | (0.848) | |
| Average IT preparedness | − 0.113 | − 0.228 |
| (0.718) | (0.492) | |
| Average profit margin | − 0.329 | 0.125 |
| (0.279) | (0.690) | |
| Average charge markup | − 0.014 | 0.007 |
| (0.347) | (0.739) | |
| Average Medicare % | − 0.422* | − 0.126 |
| (0.060) | (0.598) | |
| Average Medicaid % | − 0.257 | − 0.977* |
| (0.399) | (0.061) | |
| State fixed effects | No | Yes |
| 305† | 305 | |
| Adj. | 0.052 | 0.249 |
The dependent variable is the average hospital compliance rating in the HRR. P values are based on robust standard errors and are in parentheses. Coefficients are reported, except for constants
HHI Herfindahl-Hirschman Index
**P < 0.05; *P < 0.1
†No hospital information was available in one HRR (Bend, OR)