Integration and Task Allocation: Evidence from Patient Care

Published date01 September 2013
Date01 September 2013
AuthorDaniel Polsky,Evan Rawley,Guy David
DOIhttp://doi.org/10.1111/jems.12023
Integration and Task Allocation: Evidence from
Patient Care
GUY DAVID
The Wharton School University of Pennsylvania and NBER
202 Colonial Penn Center 3641 Locust Walk Philadelphia PA 19104-6218
gdavid2@wharton.upenn.edu
EVAN RAWLEY
Columbia Business School
Columbia University
Uris Hall, 3022 Broadway, Room 702, New York, NY, 10027-6902
erawley@columbia.edu
DANIEL POLSKY
University of Pennsylvania Blockley Hall
Room 1204, 423 Guardian Drive Philadelphia PA19104
Polsky@mail.upenn.edu
Using the universe of patient transitions from inpatient hospital care to skilled nursing facilities
and home health care in 2005, we show how integration eliminates task misallocation problems
between organizations. We find that vertical integration allows hospitals to shift patient recovery
tasks downstream to lower-cost organizations by discharging patients earlier (and in poorer
health) and increasing post-hospitalization service intensity. Although integration facilitates a
shift in the allocation of tasks and resources, health outcomes either improved or were unaffected
by integration on average. The evidence suggests that integration solves coordination problems
that arise in market exchange through improvements in the allocation of tasks across caresettings.
1. Introduction
This paper examines how integration solves task allocation problems between organi-
zations. In particular, we focus on timing problems in market exchange that arise from
the misallocation of tasks between two vertically distinct stages of production. Because
the seminal work of Masten et al. (1991) scholars have made great progress toward
understanding how timing problems in market exchange influence vertical integration.
For example, Nickerson and Silverman (2003) demonstrate that trucking firms verti-
cally integrate in the less-than-truckload (LTL) segment to avoid disruption of closely
coordinated breakbulk operations, and Forbes and Lederman (2009a,b) show how the
We are grateful to Iwan Barankay, Avi Dor, Silke Forbes, Vit Henisz, Mireille Jacobson, Raffaella Sadun,
Aly Shogan, Brian Silverman, Tim Simcoe, Pai-Ling Yin as well as participants at the 2010 Foundations
of Business Strategy Conference at Washington University, the Third Biennial Conference of the American
Society of Health Economists at Cornell University,the 2010 NYU Economics of Strategy Conference, the 2010
Institutions and Innovation Conference at Harvard Business School, the 2011 DRUID conference,the 2011 SRF
workshop in Annapolis, the Bowman Seminar at Wharton, the 2011 Academy of Management conference,
and the International Health Economics Association 8th WorldCongress in Toronto for helpful comments and
suggestions. Mike Punzalan and Jianing Yang providedexcellent research assistance. This work is supported
by NIH/NHLBI grant # R01 HL088586-01.
C2013 Wiley Periodicals, Inc.
Journal of Economics & Management Strategy, Volume22, Number 3, Fall 2013, 617–639
618 Journal of Economics & Management Strategy
risk of cascading delays lead major airlines to own regional carriers that operate routes
originating or terminating at the majors’ hubs (or other cities that are important to
the majors’ network). We build on the idea that the timing of exchange influences
transactional efficiency, and thereby vertical integration. However, instead of study-
ing timing as an adaptation problem (Masten et al., 1991; Nickerson and Silverman,
2003; Forbes and Lederman, 2009a,b), we focus instead on timing issues stemming
from the misallocation of tasks to assets (or sites) that may arise under bilateral market
exchange.1
We test the idea that the misallocation of tasks across sites of production has
performance implications in the context of the patient care continuum, where patients
transition across organizational settings, from acute care facilities (hospitals) into post-
acute care (nursing homes and home health). The empirical application demonstrates
the role of task allocation in influencing the efficiency of transactions and firm bound-
ary decisions. Taking the sequence of clinical interventions (or tasks) along the care
continuum as fixed—patients need a well-defined set of clinical interventions to ad-
dress their health care needs—exchange is, therefore, characterized solely by the timing
of transitions across settings. Systematic variation in cost structures and reimburse-
ment rates between hospitals and post-acute care providers coupled with regulatory
restrictions on side-payments (which represent a strong form of contractual incom-
pleteness) ensures that tasks will not be efficiently assigned unless the hospital and
downstream providers are vertically integrated. However, integration costs are non-
trivial such that there is substantial heterogeneity in governance regimes: about one-
third of nursing homes and home health agencies (HHA) are vertically integrated into
hospitals.
One major advantage of our empirical design is that we can track patients across
organizations, which allows us to pinpoint how integration influences tasks on both
sides of the exchange relationship. The ability to observe the clinical procedures pa-
tients receive in post-acute care at a high-level of detail is particularly important to our
empirical assessment of patient health at the time of discharge. A second advantage of
our empirical approach is that health markets are distinct and heterogeneous, allowing
us to exploit exogenous variation in local market conditions as part of our empirical
strategy. In particular, we use other hospital’s vertical integration status in the same
geographic market as instrumental variable that is correlated with the costs and benefits
of integration, but uncorrelated with a focal hospital’s discharge decisions.
The evidence shows that, on average, vertical integration leads to shorter hospital
stays for patients discharged to post-acute care. We also find that patients received
higher intensity of care from vertically integrated home health providers. The results
support the central thesis of the paper: integration changes the allocation of tasks across
organizational settings to achieve efficiency. Notably, while we find striking differences
in the organization of services across sites, vertical integration does not lead to a decline
in patient health outcomes, suggesting that different allocations of tasks across sites
produces similar levels of care quality.
The results contribute to the literature on firm boundaries by demonstrating how
integration changes the allocation of tasks to assets and, thereby, mitigates inefficiencies
in market exchange that arise even in the absence of cascading organizational problems
1. We use the terms assets and sites interchangeably throughout this paper. In health care, as in most
service industries, tasks may be performed in multiple physical settings. These settings can be thought of as
assets or sites.

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