当前位置: 首页 > 期刊 > 《小儿科》 > 2005年第7期 > 正文
编号:11333121
The Pediatrician Workforce: Current Status and Future Prospects
http://www.100md.com 《小儿科》
     ABSTRACT

    The effective and efficient delivery of children's health care depends on the pediatrician workforce. The number, composition, and distribution of pediatricians necessary to deliver this care have been the subject of long-standing policy and professional debate. This technical report reviews current characteristics and recent trends in the pediatric workforce and couples the workforce to a conceptual model of improvement in children's health and well-being. Important recent changes in the workforce include (1) the growth in the number of pediatricians in relation to the child population, (2) increased numbers of female pediatricians and their attainment of majority gender status in the specialty, (3) the persistence of a large number of international medical graduates entering training programs, (4) a lack of ethnic and racial diversity in pediatricians compared with children, and (5) the persistence of marked regional variation in pediatrician supply. Supply models projecting the pediatric workforce are reviewed and generally indicate that the number of pediatricians per child will increase by 50% over the next 20 years. The differing methods of assessing workforce requirements are presented and critiqued. The report finds that the pediatric workforce is undergoing fundamental changes that will have important effects on the professional lives of pediatricians and children's health care delivery.

    Key Words: child health workforce diversity family medicine female pediatricians geographic distribution health manpower internal medicine-pediatrics international medical graduates nonphysician clinicians physician workforce pediatrics pediatric medical subspecialists pediatric surgical specialists

    Abbreviations: AAP, American Academy of Pediatrics FOPE II, Future of Pediatric Education II ABP, American Board of Pediatrics AMA, American Medical Association GME, graduate medical education IMG, international medical graduate med-peds, internal medicine-pediatrics FTE, full-time equivalent HMO, health maintenance organization GMENAC, Graduate Medical Education National Advisory Committee GDP, gross domestic product

    INTRODUCTION

    Our common mission to attain the optimal physical, mental, and social health and well-being for all infants, children, adolescents, and young adults (mission statement of the American Academy of Pediatrics [AAP]) depends on the pediatrician workforce. The improvement of children's health occurs through the efforts of these professionals who draw on their training and experience to deliver within a medical home the best possible pediatric care and to serve as child advocates. How, then, can we ensure that the right number of qualified clinicians are located where needed to provide pediatric care that is effective and efficient Market forces alone are insufficient to meet these public and professional workforce goals given the inherent imperfections in the market for health care labor and health care services.1–6 With a continuing need to influence the number and characteristics of child health professionals, this technical report seeks to inform pediatricians and child health policy makers of the status of the child health workforce and the public policies that will influence its future.

    The last AAP policy statement on the pediatric workforce, prepared by the Committee on Pediatric Workforce and published in 1998,7 combined a status report of the workforce with policy recommendations. In this current effort, the technical report provides the background to recommendations included in the separate but companion policy statement "Pediatrician Workforce Statement."8 To accomplish this, the report draws mostly on published sources, many of them from the AAP or the Future of Pediatric Education II (FOPE II) Project, to identify salient trends, possible future challenges to the profession, and critical domains of underdeveloped information. When published sources of data were not available, unpublished data have been cited from the Center for the Evaluative Clinical Sciences at Dartmouth Medical School (data sources and methods are available on request). The focus of the report is on general and medical subspecialty board-certified (by the American Board of Pediatrics [ABP]) pediatricians and the 99 million patients younger than 21 years whom they serve. Surgical and non–ABP-boarded pediatricians also provide essential services to children, but a detailed discussion of their status is beyond the scope of this report.

    HEALTH WORKFORCE TRENDS

    A full understanding of recent trends and current challenges facing the pediatric health workforce requires an examination of 4 general workforce themes.9 First, the number of physicians in the United States continues to grow in both absolute and per-capita numbers.10,11 In 2001 (December 31), the number of total patient-care physicians (defined by the American Medical Association [AMA] Masterfile as >50% of professional time spent in clinical care) was 668939, reflecting a 28% absolute and 18% per-capita increase during the decade. The number of residency or graduate medical education (GME) positions, the best predictor of entry into practice, was virtually unchanged at 93674, with an 11% decrease in per-capita numbers. The per-capita decrease in the number of residency positions is slow enough that the physician workforce will continue its per-capita growth for another 20 years before decreasing. These figures do not include osteopathic physicians, who increased by 41% per capita during the decade and are a particularly important provider of primary care in many regions (Center for the Evaluative Clinical Sciences, unpublished data, 1998).

    The second notable trend was the continued growth in the number of female medical students.12 Although men continued to outnumber women in some specialties in both residency programs and practice,13 most specialties have experienced a shift in their gender mix. Overall, the per-capita number of female physicians increased 53% during the decade, reflecting an increase from 100024 to 173254.10,11

    Third, the physician workforce still fails to reflect the growing racial and ethnic diversity of the nation despite efforts to broaden medical school opportunities for individuals of traditionally underrepresented minority groups (black, Hispanic, and American Indian/Alaska Native). From information primarily collected by medical schools and residencies, in 2001 the AMA Masterfile listed 20738 black (2.5%), 28626 Hispanic (3.4%), 73849 Asian, (8.8%) and 504 American Indian/Alaska Native (<1%) physicians of 836156 physicians.11 The system of racial/ethnic designation is presumably self-designation from a list of mutually exclusive categories, a type of categorization that has limitations.14 It is notable that race/ethnicity was missing for 256995 physicians (31%) in the Masterfile. More complete data are known for physicians in residency programs; in 2000, 6% of all residents in programs approved by the Accreditation Council for Graduate Medical Education were black, 5.5% were Hispanic, and 22% were Asian (see Appendix II in ref 15). The racial/ethnic makeup of physicians is in contrast to the US population, of which in 2000, 12.2% were black non-Hispanic, 11.8% were Hispanic, 3.8% were Asian, and 0.7% were American Indian/Alaska Native.16

    Physicians trained in other countries represent a fourth trend. The number of international medical graduates (IMGs) increased by 38% during the past decade, from 118531 to 164097.10,11 IMGs include US citizens who graduated from medical schools outside of the United States or Canada, citizens of other countries emigrating to the United States, and those planning on returning to their native country after completing residency. The most common country of citizenship of those issued Educational Commission for Foreign Medical Graduates certificates in 2001 was the United States (25.6%), followed by India (19.6%), Pakistan (6.2%), China (2.5%), Philippines (2.5%), and Iran (2.5%).17 Despite their ethnic diversity, IMGs leave unaddressed the need for a physician workforce reflective of and culturally competent to care for growing US minority populations.

    A final important characteristic of the medical workforce is its uneven geographic distribution. Regional variation in physicians per capita, whether measured by state, county, or health service areas,18–20 exceeds threefold for all specialties. Although the term "geographic variation" is typically used to refer to maldistribution associated with physician shortage in rural and inner-city communities, most regional variation occurs in a range of supply above that considered adequate.21,22 To date, studies that have examined the relationship between physician supply and population health needs have found a tenuous association.19,20,23–25 Similarly, the limited research on the association between the per-capita numbers of physicians in regions and health outcomes has found diminishing returns of improved health with higher levels of physicians per capita.24,26–35 It should be noted that this type of research is methodologically challenging.

    A MODEL OF THE CHILD HEALTH WORKFORCE

    There are many factors that can influence the size and composition of the child health workforce. The workforce is not, of course, an end in and of itself but exists to provide medical services to children. Parents, the public, and pediatricians, in turn, expect that pediatric services delivered within a medical home will lead to better health and well-being for children. To bring clarity and cohesiveness to workforce-related factors discussed in this report, we present a conceptual framework that is referenced throughout (Fig 1). As complex as the model may appear at first glance, it provides a simplified map of the elements that influence the number and characteristics of pediatricians and their relation to the production of improved children's health outcomes. The model presents a sequence of "steps" using common economic and health services concepts. The medical education system (sometimes referred to by others as "the pipeline") produces pediatricians who, in turn, produce pediatric services, leading to the production of improved child health outcomes. The model severely abbreviates some critical health influences that are beyond the scope of this report. For example, the many important genetic, environmental, and social factors that bear on health outcomes are summed by the component "relative need" in box 17 of the model.

    COMPOSITION AND RECENT TRENDS IN THE CHILD HEALTH WORKFORCE

    The per-capita growth rate in pediatricians during the past decade has exceeded that of the overall physician supply. The total number of active patient-care pediatricians (including medical subspecialists but excluding those in residency) increased from 33691 to 51675 (53%) over the past decade (January 1, 1992, through December 31, 2001), and the number of children younger than 18 years increased 11%; on a per-child basis, this represents a 38% increase. The numbers of general pediatricians increased at a slightly slower pace, from 29931 to 42214, a 41% increase or a 27% per-child increase. This increase in general pediatricians is higher than the per-capita (total population) growth in general internal medicine (20%) and family medicine (11%).10,11 Although concerns remain that the current number of pediatric residency positions is insufficient to meet patient and research needs for certain subspecialties,36 the overall per-capita number of pediatric medical subspecialists increased by 127% during the past decade.

    Gender

    The most notable change in the composition of the child health workforce has been the accelerating entry of women into pediatric residency programs. Women constituted 65.2% of the 7629 pediatric residents in 2000, a proportion exceeded only by few other specialties such as obstetrics and gynecology (69.6%).15 In the past decade, the number of women in patient-care pediatrics increased from 17219 to 31276 (82% increase), and now women constitute 50% of all pediatricians.10,11 By the time this report is published, women will represent the majority of pediatricians, a historic first for any specialty in the United States. Information specific to pediatrics is lacking, but generally a woman's choice to enter a primary care specialty is influenced by children and other family responsibilities, volunteer or clerkship experiences with the underserved, personal social values, and factors related to marriage and spouse. In contrast, men are more influenced by income potential, parental preferences, and role models before medical school.37

    There are many implications of this gender shift for pediatric health care delivery. The pediatrician workforce has begun to approach the gender mix of pediatric patients, better meeting the preferences of female adolescents for a clinician of the same gender. If the current gender mix of residents continues, male pediatricians will eventually make up approximately one third of the workforce. This trend is unlikely to stimulate increased demand for male clinicians. Although 50% of girls prefer a female clinician, only 23% of boys prefer a male clinician.38

    Another implication of more female pediatricians is that, all else held equal, additional physicians will be needed as more women choose to work part-time, particularly when their children are young.39 The most useful source of information to assess these factors is the AAP Periodic Survey of Fellows, administered to 6400 active members annually. An excellent analysis of gender differences in 1993 was published by Brotherton and colleagues,40 which this technical report will briefly summarize. First, the proportion of women practicing as general rather than subspecialty pediatricians was higher (61.4% female vs 55.4% male) and was particularly low for some subspecialties such as cardiology (0.9% of all pediatricians were female cardiologists vs 4.3% male); the proportion of female residents in 2000 remains less than 40% in pediatric cardiology and gastroenterology.15 Male physicians, compared with female physicians, work more hours per week (average: 57 vs 48 hours, respectively) and spend more time delivering direct patient care (average: 42 vs 35 hours, respectively); thus, female physicians work, on average, 17% fewer patient-care hours than do male physicians over the course of their work lives. These figures include overall hours of both part-time and full-time pediatricians and are similar to data from the most recent AAP Periodic Survey of Fellows as well as previous reports.41

    Analysis of the AAP Periodic Survey of Fellows has shown that the gender differences in work hours is explained by more women working part-time. The work hours of full-time men and women were similar, but 26% of women worked part-time, compared with 4% of men (Table 1). Pediatricians in part-time employment worked, on average, 15 fewer hours per week than did full-time pediatricians.

    These data contradict any notions that women are less productive than men (productivity defined as "medical services productivity" and discussed later in the report [Fig 1, box 14]). More pediatricians will be needed as the proportion of female pediatricians increases, because women choose to work part-time or not at all during certain periods of their life but not because they do not work as hard as men when they are working full-time. Differing retirement rates by gender could also affect the numbers of pediatricians required, but no published studies are available to date.

    Other gender differences merit mention. Overall, male and female pediatricians both spend approximately 17 minutes with patients for preventive care visits from birth through 11 years of age. However, female pediatricians spend 22 minutes with patients 12 years and older, compared with male pediatricians, who spend 19 minutes with patients 12 years and older.40 In a study of a university-based pediatric primary care practice, female pediatrician visits were 29% longer than those with male pediatricians.42 These findings differ from those reported by McMurray et al43 in data from the Physician Work Life Study. In this study, women and men allocated similar time for patient visits, but a discrepancy was reported between perceived and actual time needed by female physicians for complete physical examination/consultation.

    Frank and Meacham44 found that female pediatricians worked less and had lower incomes compared with other female physicians but also reported less stress and career dissatisfaction. Female physician income was also reported to be consistently lower for both generalists and subspecialists compared with men, a difference that persists even when controlling for employment status. McMurray et al43 also found a similar disparity when studying the combined specialties of pediatrics, family medicine, and internal medicine. Female pediatricians also face significant barriers in achieving advancement in academic medicine.45 These disparities are troubling and have not been explained to date, although it would not be surprising if the gender discrimination in income and advancement that is pervasive in other professions was also found in pediatrics.46,47

    International Medical Graduates

    Approximately one third of practicing pediatricians attended medical schools outside of the United States and Canada,10,11 a proportion that has changed little during the past 10 years. US medical students generally fill residency positions first and constitute a higher proportion of pediatric residency positions than most other specialties. In 2003, 28.7% of offered first-year pediatric residency positions were filled by IMGs, a lower proportion than for internal medicine (44.8%) or family medicine (58%).48 IMGs remain an important and relatively stable part of the pediatrician workforce.

    IMG residents and practicing physicians are heterogeneous in their national origin and their intentions to remain in the United States. The majority (58%) of first-year pediatric IMG residents are either US citizens, native or naturalized, or are permanent US residents with the right to apply for citizenship.15 The remaining IMGs hold a variety of visas that usually require a return to their country of origin after residency unless they accept employment in an underserved area of the United States. Their stay in the United States can be prolonged as long as they are in Accreditation Council for Graduate Medical Education–approved residency programs, including subspecialty education. This is a strong incentive to enter pediatric subspecialty residency programs, but when this training is completed, the final choices are still to practice primary care in an underserved area for several years or return to their country of origin. For example, an analysis of New York State IMGs by citizenship and visa status shows that IMGs with temporary visas were more likely to initially enter a primary care residency but that they planned to continue on to subspecialty education. Most planned to remain in the United States for additional education or by working with underserved populations.49 In the end, a majority of IMGs remain in the United States.50

    The social value of the continuing flow of IMGs into residency positions, and ultimately into practice, is one of the most contentious issues among health workforce policy leaders. The debate is largely centered on the services they provide for indigent patients while in residency and the care they provide in practice to patients who are medically disenfranchised for geographic, cultural, or financial reasons.50–52 Some have argued that IMGs exacerbate an existing relative surplus of physicians, particularly specialists, and that in some instances they seem to add to regional disparities in the workforce. There are also concerns that international workforce migration of foreign-born physicians exacerbates health problems in developing countries by draining the supply of their physicians.53,54 Mullan55 makes a similar point and argues that IMGs deny opportunities to US citizens aspiring to a career in medicine. In truth, many of the US citizens denied medical school admission in this country do travel overseas and return as one tributary of the IMG river. A fair reading of the policy research in this area does not support any simple conclusions. Foreign-born IMGs preferentially locate in areas with established IMG physicians, and IMGs of Hispanic and Asian descent tend to settle in areas with a higher proportion of these populations.56 IMGs also disproportionately locate in high-need and underserved counties, and community health centers depend on them; at the same time, the data also indicate that they tend to locate in states with large numbers of physicians.57–60 In some instances, the presence of IMGs seems to exacerbate regional disparities in physician supply.61

    IMGs receive their medical education in varied settings. The differences in education and training have raised concerns about the technical and cultural competencies of IMGs. Although data are incomplete about practicing IMGs, training-examination results provide some limited information. US IMGs and non–US IMGs have comparable pass rates in steps 1 and 2 of the US Medical Licensing Examination, but both fall short of US medical graduates. In the Clinical Skills Assessment Examination, overall pass rates of non–US IMGs are 79.7%, compared with 88.6% for US IMGs.62 ABP scores of first-time takers reveal a bimodal distribution with more low and high scores compared with US medical graduates (G. McGuinness, MD, ABP, written communication, January 16, 2003). These differences in scores may have implications for patient care; a recent study from Canada found a strong association between certification scores of primary care physicians and subsequent practice performance.63

    The number of foreign-trained physicians is a critical variable that affects growth in the physician workforce. Although the total number of residency positions, largely supported by funds from Medicare and the Health Resources and Services Administration, determines the GME maximum training capacity,64 filling these positions depends on IMGs. The number of physicians entering practice, therefore, is not determined by a national workforce policy linked to the need for physicians but by the vagaries of visa regulations, federal GME funding, and the perceived needs of teaching hospitals. Together, these factors, which determine the size of the GME pipeline, remain the most salient example of an absent national workforce policy in the United States.

    Racial/Ethnic Diversity

    The more general issue of people of minority groups in medicine is explored extensively in the 12th report of the Council on Graduate Medical Education.65 The Committee on Pediatric Workforce has also published 2 relevant policy statements, "Enhancing the Racial Diversity of the Pediatric Workforce"66 and "Culturally Effective Pediatric Care: Education and Training Issues,"67 that are essential reading for those concerned with child health workforce policy issues. Although this technical report is partly duplicative of these efforts, the pressing nature of this topic warrants, at the very least, a summary of the factual basis of the policy recommendations. Additional information can also be found in 2 recent papers.68,69

    The overall racial/ethnic composition of pediatricians little resembles the populations they seek to serve. In 1996, for example, the number of black pediatricians per black children was less than one third that of white pediatricians per white children.68 The proportion of third-year residents from underrepresented minority groups (black, Hispanic, or American Indian/Alaska Native) increased from 6% in 1997 to 12% in 2002.70 Still, the disparity in race and ethnicity is anticipated to grow substantially by 2025,68 reflecting the combination of high minority-population growth rates and an assumption of slow increases in enrollment rates of individuals of minority groups in medical education.

    Given that physicians are never likely to be completely reflective of their patients, why should racial/ethnic diversity be a particular concern in planning the workforce for children The disparities in health status and health services by race and ethnicity are well documented and incontrovertible.71 These disparities can only be partly attributed to an associated income gradient.72,73 Ronsaville and Hakim74 found in a recent analysis of the 1991 National Maternal and Infant Survey that 35% of black infants and 37% of Hispanic infants obtained adequate well care, compared with 58% of white infants; these findings persisted after controlling for socioeconomic status.

    Greater minority representation in the workforce seems to be one important way of improving health outcomes in children of minority groups. Physicians from underrepresented minority groups are known to preferentially provide care for patients from minority and underserved groups.75–79 Furthermore, many individuals of minority groups prefer physicians of similar racial or ethnic background and are more likely to seek care when such a clinician is available.80 Other necessary measures to improve the delivery of care include the development of greater cultural competence in current and new physicians81 and better identification of health system–specific disparities.82 Neither of these measures addresses the reasons for low rates of minority entrance into medical education, which in and of itself is a fundamental issue of societal equity.83

    Internal Medicine-Pediatrics

    Although internists have assumed a relatively minor role in the care of children, the combined specialty of internal medicine-pediatrics (med-peds) has emerged in the past 30 years as an important alternative to family medicine for physicians interested in providing primary care to all age groups.84 At present, there are 109 approved programs with a total of 1558 residents.85 Growth in residency positions was rapid in the 1990s but has now slowed. In 1999, 432 positions were offered in the match and 88.4% were filled, 80.3% of them by US medical graduates. In 2003, 385 positions were offered and 82.3% were filled, 67% of them by US medical graduates.48 After completing the 4-year program, approximately 90% achieve board certification in one discipline, and 80% achieve board certification in both. Fifty-four percent of med-peds physicians practice in community office settings, usually in primary care serving adults and children.86 Med-peds is an important component of the pediatrician workforce, but its implications for projecting the workforce supply are less clear. Similar to family physicians, med-peds physicians can adjust their practices to the availability of patients without additional training. As the US population continues to age, med-peds physicians may accommodate a relative decrease in the local pediatric population by seeing more adults.

    Nonpediatrician Providers of Pediatric Care

    Pediatricians provide only a portion of the care received by pediatric patients. The extent of future pediatric primary care that is delivered by pediatricians will not be determined solely by the pediatrician's extensive education and training in children's health, the fact that they are the largest group of clinicians exclusively caring for children, or that their professional competency and availability may be preferred by families. Influential market forces that will shape the role of pediatricians include the (1) availability and rates of growth of other clinicians, particularly nurse practitioners and physician assistants, (2) salaries and productivity of all pediatric clinicians, (3) practice independence of nonphysician clinicians, and (4) hiring practices of health plans and existing pediatric practices, which hire nonphysician clinicians in increasing numbers.

    The number of family physicians (post-GME clinically active) increased from 63209 to 76409 in the past decade (1992–2002), a per-child (younger than 18 years) increase of 9%.10,11 These numbers overstate the growth of family physicians who, unlike pediatricians, care for a rapidly growing population: the elderly. The number of first-year residency positions in family medicine was unchanged in the later part of the decade, and the number filled by US medical graduates decreased.13 Family physicians view themselves as the primary care providers for families, including children, and their important role in this regard is evidenced by their providing 17% of primary care office visits for children younger than 5 years, 28% for children 5 to 9 years of age, 43% for children 10 to 14 years of age, and 61% for adolescents 15 to 17 years of age (Table 2). The fact that family physicians provide the majority of primary care office visits for older adolescents may translate into new opportunities for pediatricians as the aging population creates additional demand on family physician services. Recent trends indicate that pediatricians are, in fact, providing an increasing proportion of children's primary care visits.87

    Family physicians currently have a high interest in children's health care,88 as demonstrated by a recent search of the Web site of the American Academy of Family Physicians. Twenty pediatric policy statements were identified, including clinical recommendations for breastfeeding and otitis media with effusion (see www.aafp.org/x6595.xml). Family physicians are vigorous advocates for the further expansion of their residency programs and are active in all aspects of workforce public policy.88

    Nurse practitioners and physician assistants have emerged as a health workforce larger than many physician specialties, including pediatrics. Precise figures for the total number of nurse practitioners are not available, but estimates of those practicing in primary care vary from 52000 to 71000.90–92 Approximately 90% of all nurse practitioners deliver primary care services,90 and others such as neonatal nurse practitioners provide highly specialized tertiary care.93 Approximately 46% of physician assistants (42000), in contrast, work in primary care settings, including 14734 in family practice and 1110 in general pediatrics.90,94,95

    Nurse practitioners and physician assistants have a particularly important role in rural underserved communities, the setting least likely to attract or support a pediatrician. In 1977, the Rural Health Clinics Services Act (Pub L No. 95-210) established rural health clinics to improve primary care availability in rural underserved areas through favorable Medicare and Medicaid reimbursements. The 2 most salient criteria for rural health clinic designation are location within a health profession–shortage area or medically underserved area and the employment of a nurse practitioner or physician assistant. Although the clinic must be under the supervision of a physician, the physician needs to be on site only once every 2 weeks. It is not surprising that many physician assistants and nurse practitioners who practice underserved areas seem to serve as physician substitutes.96–98 The proportion, however, of nonphysician clinicians located in underserved areas is small, and the overall location of nurse practitioners measured across states has been shown to be correlated closely with that of physicians.99

    The growth in training programs for both physician assistants and nurse practitioners greatly exceeds primary care physician residency growth, and therefore the availability of nonphysician clinicians will also grow faster than that of pediatricians.90–92 The growth in numbers has also been accompanied by an expansion of practice independence and prescription authority.100–102 Both greater numbers and practice autonomy are likely to lead to much larger roles of nonphysician clinicians in pediatric medical care.

    Geographic Variation in Child Health Clinician Supply

    The study of geographic variation in health care resources and utilization, termed "small-area analysis," emerged in the late 1960s and remains one of the most active and provocative areas of health services research.103,104 Whether measured at a state, county, or health-market area level, the per-capita numbers of physicians and the use of medical care vary substantially from place to place. There is now an extensive literature of small-area variation in health care resources, although few studies are concerned with children and their clinicians.19,105

    The study of regional variation in child health clinicians, and pediatricians specifically, remains today an underdeveloped field of research. Almost without exception, pediatrician-workforce analysts have viewed the variation phenomenon as an aspect of underservice in rural and inner-city areas.7,61,106–108 Some of these locales are underserved in terms of all primary care clinicians (ie, health profession shortage areas109), and others have an adequate number of primary care clinicians per capita but no pediatrician. For example, more than 7 million children live in 2935 primary care service areas (of a total of 6102) without a pediatrician. A small but important number of children (290000) live in 313 primary care service areas without either a pediatrician or a family physician (Primary Care Service Area Project, Dartmouth Medical School, unpublished data, 1999).110 A recent study by Cull and colleagues70 found a decreasing number of third-year residents accepting positions in rural areas.

    There are myriad public programs that seek to address low clinician availability,109,111–113 including state and federal programs that run the gamut from subsidizing physicians to practice in designated areas (eg, National Health Service Corps), to providing incentives for nonphysician clinicians (eg, rural health clinics), to selectively recruiting medical students from rural areas.113 By and large, these programs have increased the availability of primary care physicians, although less is known about the availability and quality of clinicians for children.

    Recently, a few studies have examined the geographic variation in child health clinicians across the full distribution of supply, ranging from areas of underservice to areas of perceived high supply.20,25,30,31,61 Although not without controversy, these studies challenge several long-held assumptions. All these studies demonstrate that the regional per-capita (ie, per-child or per-newborn) supply of general pediatricians or neonatologists varies more than fourfold. Chang and Halfon20 examined pediatrician-to-child populations across the 50 US states between 1982 and 1992 and found a range of 18.5 (Idaho) to 84.3 (Maryland) clinical pediatricians per 100000 population (children younger than 18 years). Pediatricians were the least well-distributed primary care specialty in relation to the child population and had the smallest reduction in regional variation between 1982 and 1992. LeBaron et al30 found a similar degree of state variation in pediatrician supply for 1997. Politzer et al61 used county aggregates as units of analysis and found a similarly high relative degree of geographic variation in pediatricians compared with other primary care physicians and no decrease in regional disparities between 1989 and 1994. A recent study examined the per-newborn supply of neonatologists across 246 market-based neonatal intensive care regions and also observed a greater than fourfold variation. These differences in neonatologists could not be explained by the substitution of nonphysician clinicians or the presence of academic medical centers.114 Although capturing only a fraction of the total pediatrician workforce, the studies of neonatologists offer important methodologic advantages: geographic accuracy in physician enumeration and in the ascertainment of patient health care needs.

    None of these studies provide evidence that areas with a higher supply of general pediatricians or neonatologists have populations with greater health needs. Across states, the supply of pediatricians, but not family physicians, is positively correlated with median household and per-capita income.20,30 Higher supply is associated also with the presence of pediatric residency programs20 and minority populations.30 State-based analyses are limited methodologically, because important within-state variation of physician supply and population risk are obscured. No work has been published examining the relation of general pediatricians to child health needs in health-market–based areas. Analyses of neonatologists and newborn risk address a narrower population but with greater measurement accuracy. By using vital record data to measure newborn risk and neonatal intensive care regions to measure supply, virtually no relationship was observed between the regional supply of neonatologists and low birth weight rates or any other commonly used measure of perinatal risk.25,31 Additional study is needed on the relation of supply and child-population needs, but these initial efforts do not suggest that current market forces and public policy lead to an equitable distribution of child health physicians with respect to their health needs.

    The final aspect of regional variation in pediatrician supply that has received some recent attention is the relation between the supply of pediatricians and the outcomes of infants and children. To date, no study has examined health outcomes of children in relation to the supply or availability of general pediatricians, and substantial methodologic challenges would confront any such research effort. These difficulties are evident in cross-sectional studies examining adult populations, which have shown a weak association between higher primary care physician supply and lower mortality. The analyses rely on large-area summations of population characteristics (ie, states, metropolitan statistical areas, or counties) and limited measures for controlling population health-risk differences (eg, income, race).28,35 Causal direction is also ambiguous. Do more physicians lead to lower mortality, or do physicians tend to locate in areas with healthier and wealthier populations A recent study showing an association between the supply of pediatricians, but not family physicians, and immunization rates using states as the units of analysis had similar limitations.30

    A retrospective cohort study of the 1995 birth cohort found higher neonatal mortality in neonatal intensive care regions with a very low supply of neonatologists compared with those with a low supply but no difference in mortality between regions with low and very high supply. These findings suggest that there is indeed a threshold of supply beneath which poorer newborn outcomes are evident. On the other hand, the absence of any additional mortality decrease as supply increases suggests that many areas have more neonatologists than required for minimizing neonatal deaths. This study did not examine whether neonatologist supply was associated with decreased morbidity or better quality of care.31

    Pediatric Subspecialists

    Using the broadest criteria, there are 19 areas of pediatric medical subspecialization,115 16 of which offer certification through the ABP.116 On the basis of physician report to AMA surveys on December 31, 2001, there were 9461 post-GME clinical (>50% of professional time spent directly caring for patients) pediatric subspecialists and an additional 740 researchers, 331 teachers, and 260 administrators (Table 3). 11 Many of these pediatricians, of course, have more than one professional role.

    AMA data are also likely to undercount subspecialists, because physicians will retain their initial GME specialty in the database until updated by a response to a survey. The alternative to AMA data has its own weakness. The ABP reports granting 14699 subspecialty diplomas since 1961,116 but the current practice status of these pediatricians is not known.

    Pediatric subspecialists are a heterogeneous group of pediatricians that eludes generalizations with respect to their type of practice, workforce size, and future opportunities. Some subspecialists such as neonatologists provide services not offered by other specialties, and others such as pediatric allergists provide care for conditions that are within the scope of practice of general pediatricians, pulmonologists, or internist-allergists. New specialties continue to develop and establish their role in caring for children before formal fellowships and board certification are established. Hospitalists are the most recent example. Certain subspecialists may have decreased the patient load of general pediatricians (neonatologists and hospitalists, for example) as they assume care for infants and children that were formerly central to the practice of many general pediatricians. Most important are the differences in the sizes of the subspecialties. At one extreme are neonatologists and pediatric cardiologists, who number 2847 (post-GME clinically active) and 1310, respectively, using AMA data, and at the other extreme are pediatric endocrinologists and rheumatologists, which, by the AMA system of enumeration, number less than 100 each in full-time clinical practice.11 The number of board-certified subspecialists is higher.117 The ABP has certified 828 infectious-disease subspecialists and 192 rheumatologist subspecialists,116 but these figures do not identify those returning to general pediatrics and those with research, teaching, or administration as their primary focus. The proportion of professional time devoted to academic work also varies across these specialties, adding another factor to be considered in workforce planning.

    The heterogeneity in pediatric subspecialists has 2 important implications. The first is that workforce statistics, forecasting models, and health services studies that report the general experience of pediatric subspecialists will be driven by the largest subspecialties. These generalizations may lead to policies that suit no particular group of children's health services needs. Pediatric subspecialists, as a whole, have already suffered this fate by being subject to the same policy brush as have adult subspecialists, an extremely large group of physicians who, unlike pediatricians, are largely nonacademically based and more highly remunerated. The second implication is that workforce analysts must recognize, from a measurement viewpoint, that many pediatric subspecialists qualify in epidemiologic terms as "rare events." Enumeration, workforce models, and measures of local availability have relatively low precision and, for the smallest subspecialties, great uncertainty. The geographic variation in subspecialists can lead to additional confusion about the overall adequacy of supply.

    Pediatric subspecialists are more likely to be based academically than as general pediatricians or adult subspecialists,118,119 although this differs by specialty. Most pediatric subspecialists, nevertheless, spend most of their professional time in patient care. Pediatric departments have difficulty recruiting subspecialists, at the same time that subspecialists interested in nonacademic practices have trouble finding positions, and those in practice may experience significant competition.117,120 Failure to differentiate the academic and community labor markets for pediatric subspecialists perpetuates shortages of academic subspecialists who have unique roles in education and research. These shortages may be exacerbated in the future if there is a decrease in the number of IMGs and a greater number of female pediatricians, trends that are likely to lead to fewer pediatricians seeking subspecialty education.121 Notwithstanding these possible future influences, the recent trend is toward a greater interest in subspecialty education by third-year residents.70 It is the pediatrician-scientist supply that remains at highest risk, facing particularly long training periods and shrinking clinical revenues while competing with PhD-trained investigators for research funding.

    For these reasons, subspecialty workforce policy and planning need to occur by specialty, with an eye to finding commonality when it is present and rejecting it when it is not. Although the recommendations of the recent FOPE II report are not universally accepted,36 FOPE II has produced an important literature about pediatric medical subspecialists and surgical specialists through the review of primary literature and surveys of pediatricians.117–120,122–126

    FORECASTING THE CHILD HEALTH WORKFORCE SUPPLY

    The 2 fundamental questions in any consideration of the child health workforce are: How many will we have in the future, and will that number be enough or too many As the previous discussion suggests, future child health workforce supply and requirements are related to many factors, each with their own uncertainties (Fig 1). Methods of projecting the number of pediatricians are on safest ground. Using simple actuarial models with assumptions about training (box 3), retirement (box 10), and death rates (box 9 [the last 2 are sometimes combined as a separation rate]), the models have finite solutions. The robustness of forecasting models using these 3 rates can be tested with simple sensitivity analysis.

    Training rates depend on the number of pediatric GME positions (Fig 1, boxes 3 and 5). Changes in the size of US medical schools (Fig 1, box 1) alter the makeup of the workforce but not the number of pediatricians. Positions unfilled by US medical school graduates48,127 are filled by physicians trained in other countries (Fig 1, box 2). Since 1997, the number of categorical pediatric residency positions offered in the match has increased by 11% and the number filled has increased by 6%.48 ABP data indicate a 5% increase in the number of categorical first-year positions from 1997 to 2002.116 Changes in GME funding could quickly alter the size of this pipeline, although none are on the immediate horizon.

    We can expect that death rates will continue their downward drift for physicians, but these rates are already low in the preretirement years and a further decrease will not appreciably alter supply-projection models. There are many opinions about trends in retirement rates,128 but there is no dominant a priori direction that can be asserted. Much has been made of physician frustration with managed care, greater administrative tasks, and increasingly litigious families. Without a doubt, these are less attractive sides of the medical profession. On the other hand, health care professionals are retiring later, not earlier, as they follow a general labor trend to a longer work life. Pediatricians and their employers are also faced with the same dramatic short-term challenges of decreasing financial markets that devalue pension funds and 401(k) accounts alike. This inevitably will lead to postponed retirement, at least in the short run. By the time this report is published, it is hoped that the country's economic health along with the rate of return of financial investments will have improved. Still, no credible economist predicts a return to the "irrational exuberance" of the 1990 equity markets, as attractive as that might be for retirement expectations.

    In a model forecasting the number of clinically active pediatricians, 2 additional gender-related variables are of increasing importance: personal leave (Fig 1, box 8) and part-time employment (Fig 1, box 15), typically for child care responsibilities. The former affects the number of clinically active pediatricians employed at any given time, and the latter modifies the full-time equivalence of those physicians. The dominant influence on these event rates will be the number of women entering pediatric residencies. Current rates are known and can be added to actuarial models with assumptions about future changes in these rates.

    Forecasting becomes increasingly complex as we incorporate additional parameters into the model. Many of the desired variables are difficult to measure, requiring the substitution of proxies. Other measures lack a theoretic or definitional consensus within the health policy and medical community. Even with perfect measurement, simply adding more variables to the model introduces additional uncertainty to the results.

    One domain that bedevils child health workforce-supply forecasting is workforce productivity, how it is defined and measured.12,129–132 For the moment, we will restrict productivity to its common measures that are more aptly named medical services productivity (Fig 1, box 14). Examples include visits or hours of clinical activity per week per physician full-time equivalent (FTE). These measures are not equivalent. As previously discussed, the hours worked per week are not strongly related to pediatrician gender. Full-time female and male pediatricians work similar clinical hours.39 Data are not available about gender differences in patient visits per week.

    Organizational factors are increasingly important in medical productivity as pediatricians continue to shift from solo and partnership practice to employee-based work arrangements. Employee pediatricians work an average of 6.4 fewer hours per week compared with those practicing solo or in partnerships.133 Financial incentives related to patient insurance types or the compensation plans by physician employers can also affect the number of medical services delivered per physician FTE.134,135 For all of these factors, the consistent trend is for pediatricians to work fewer hours and provide fewer visits per week. In 1989, pediatricians (those working at least 20 hours per week in patient care) worked an average of 53 hours per week in patient-care activities; by 1999, they worked 50 hours. During the same period, the average number of office visits decreased from 102 visits per week to 95 (Table 4). 136,137 The numbers indicate a decrease in the medical services productivity of pediatricians but do not account for possible but still unmeasured changes in patient complexity. It is also not known if these trends stem from fewer patients, lifestyle choices of pediatricians, or both. How will medical services productivity change in the future Answers offered to this question are highly speculative.

    Medical services productivity ignores the very purpose of the profession. The difficulty becomes obvious when one is reminded that the unit of production (in an economic sense) in health care is improvement in health outcomes (Fig 1). Therefore, a strict measure of productivity would be the labor input required per unit of greater health outcomes. In this instance, "health outcomes" is defined broadly to include the maintenance of health, the care and cure of illness, and the restoration of a sense of well-being in children and families through education and counseling. Although operationalizing the theory of health outcomes productivity with actual measurements is difficult, it should at least be understood that the number of hours worked or patients seen per week is not always related to the health status, reduction of risk, or sense of well-being of a physician's patient population.

    By using default assumptions, the model forecasts a 36% increase (from 38457 to 52169) in general pediatricians in 10 years and a 64% increase (62952) in 20 years. Using middle-census estimates, the number of general pediatricians per 100000 children will increase 31% in 10 years and 50% in 20 years. Adjusting the number of future pediatricians for age and gender productivity will require 4% more pediatricians in 20 years, in large part to compensate for part-time status. This assumes that the current gender mix of residents continues into the future. Sensitivity testing included retirement rates, ranging from a 20% decrease to a doubling of current rates within all age and gender strata, decreased productivity of at least 30% for pediatricians older than 50 years, GME downsizing to 110% of US medical graduates, increase in pediatric residency positions by 1% per year, and substituting low- or high-census child-population estimates. At 20 years, these resulted in differences from the default model pediatrician-to-child ratio of less than 16%. This model demonstrates that the growth in the pediatrician-to-child ratio is robust to varied alternative-forecasting scenarios.

    PEDIATRICIAN-WORKFORCE REQUIREMENTS

    Workforce analyses usually run aground when forecasting the physician requirements of populations. The most important parameter is simply the size of the population or its age definition, in this instance the number of children (Fig 1, box 13); from this, future FTEs per child (or per capita) are calculated. Population projections may seem straightforward, but there are uncertainties in both the number and composition of the future population, leading to contentious and seemingly arcane arguments among forecasters.138,139,142

    Requirements for general pediatricians are also related to substitution within the broader child health workforce (Fig 1, box 11). As discussed in this report, the number of child health professionals includes a complex mix of physicians and nonphysician clinicians with differing training and education, skills, and knowledge that provide, at times, similar services. Two examples come to mind. Within pediatrics, subspecialists such as neonatologists and hospitalists provide care that once was part of nearly every pediatrician's daily professional life. For whatever factors that may increase the need for pediatric services in the future, rearrangement of clinical work within pediatrics decreases the need for general pediatricians. Similarly, the growth in numbers of nonphysician clinicians may spare the efforts of pediatricians within a practice while decreasing the need for pediatricians in aggregate.

    More difficult to measure, and usually ignored, are the rich and complex factors that relate the number of health services delivered per child to children's health and well-being, termed health outcome productivity (Fig 1, box 17). A short list of factors includes the technical excellence and appropriateness of the service and the division of labor across the many possible clinicians (Fig 1, box 11) or even across the nonmedical workforce—parents, teachers, coaches, clergy, and therapists (Fig 1, box 16). Relative health needs are also of central importance (Fig 1, box 17). All else held equal, we would also expect a greater production of health (ie, improvement in health status or well-being) when care is delivered to a less healthy child. The organizational and community milieu can also modify the efforts of the child health workforce (Fig 1, box 14). When these factors are considered together, it becomes apparent that successful health outcomes might occur with a widely differing number of pediatricians. Workforce forecasters have accounted for these factors through 5 different models.130,139,143,144 Each model requires particular theoretic assumptions and data, and none of these methods should be viewed as mutually exclusive of the others. The acceptance of a particular framework partly depends on the definition of "requirement" and the policy goal of the forecasting process. Another way of looking at the task of assessing requirements is that it is not a science in the traditional sense but is intertwined with the values expressed in the assumptions. Is the goal to optimize health or the perception of access to physicians or to maximize employment opportunities for physicians Is reducing disparities in the access and use of medical services one goal What level of public funding in education and payment of health services is assumed, and what is the rationale for public funding at all if it is thought that markets will drive the health care system to desirable outcomes Although the values inherent in different requirement models may not be explicitly stated, the careful reader will find them implicit in the models' assumptions.

    Employment Opportunities for Pediatricians

    The most basic approach to assess the requirements for pediatricians is to determine their employment opportunities and competition for patients. Both measures are indicative of the pediatrician's short-term prospects, although no forecasting models have been constructed that formally incorporate these economic signals.

    Studies from the mid- to late 1990s show that although there were wide employment opportunities for general pediatricians, there was also significant competition for jobs and patients. In 1996, 17% of residents finishing training had difficulty finding a position, 15% received only 1 job offer, 9% accepted positions that were not their first choice, 17% accepted a position in a location that was not their first choice, and 18% accepted a job with a salary that was less than expected. Although discouraging at first glance, pediatricians had less difficulty finding a position than did physicians in 25 of the 32 specialties examined. The specialty with the most favorable employment prospects was family medicine; job prospects in general internal medicine were slightly less favorable than in general pediatrics. The specialties with the poorest job prospects were pathology, adult pulmonary disease/critical care medicine, and adult infectious disease.145 Another study found that between 1990 and 1995, the number of employment ads for pediatricians decreased, and ads for pediatric subspecialists remained nearly constant. At the same time, the number of ads for family physicians grew close to 25%.146 Perhaps the most pessimistic view of general pediatrics was reported to the Council on Graduate Medical Education by the Center for Workforce Studies in Albany, NY.147 In exit surveys of residents completing training in New York State and Texas, 6 measures were used to assess relative demand by specialty; general pediatrics was second to last of the 28 specialties studied.

    The most recent information comes from Cull et al,70 who used survey data from third-year pediatric residents. Over a 5-year period ending in 2002, the proportion of residents with a general pediatrics goal without a position increased from 5% to 15%, and the proportion reporting that their position was their first choice decreased from 86% to 80%.

    Our information about the competition experienced by practicing pediatricians is limited to subspecialists. Competition is highest for pediatric allergy/immunology, cardiology, pulmonary medicine, and critical care medicine; lower levels of competition were perceived by infectious disease, genetics, and adolescent medicine pediatricians. The strongest predictors of competition were working in solo, group, or medical school practices in contrast to staff- or group-model health maintenance organizations (HMOs) or community hospitals. Pediatricians working in the Midwest or southern regions also experienced the strongest competition. Less competition was felt by IMGs, those working in rural areas, and female physicians.120

    Salary information also indicates a weak demand for pediatricians compared with other primary care specialties. In one nationally representative survey conducted between 1996 and 1998, general pediatricians reported an average income of $126000 compared with $144000 for general internists; pediatric subspecialists reported an average salary of $156000, whereas the average salary of internal medicine subspecialists was $192000.148 When adjusted for inflation, the salary of pediatricians changed little between 1989 and 1999 (Table 4).136,137 Starting salaries for graduating residents entering general pediatric practices decreased (in 2002 dollars) from $103161 in 1997 to $99123 in 2002.70

    Data from the National Resident Matching Program indicated that pediatric residency positions are among the most highly sought by medical students. At its peak in 1998, 98.9% of pediatric positions offered through the match were filled, with 82.2% filled by US medical graduates; these match rates exceeded internal medicine and family medicine. By 2002, the overall pediatric match rate had fallen to 90.5%, with 70.7% filled by US medical graduates, and then increased slightly in 2003 to 93.8%, with 71.3% filled by US medical graduates. Other primary care specialties experienced similar decreases, particularly with respect to the proportion of US medical graduates matching: 55.2% for internal medicine and 42.0% for family medicine in 2003. For all first-year positions in 2003, 89.9% were match-filled, 63.9% by US medical graduates.48,127,149,150

    Despite these marketplace signals, it is worth noting that once in practice, general pediatricians have higher satisfaction with their job, career, and specialty than do general internists. Satisfaction, job stress, and burnout for pediatric subspecialists were less favorable and similar to general and subspecialty internal medicine physicians. These findings show a lack of correlation with salary levels and attitudes about practice and also identify stress experienced by pediatric subspecialists.148

    Needs-Based Models

    One formal model for forecasting future physician requirements was that developed by the Graduate Medical Education National Advisory Committee (GMENAC).151 GMENAC estimated physician requirements in the late 1970s through a complicated process of defining the need for efficient medical services to optimize health. For each specialty, clinicians and epidemiologists estimated the future disease burden, the necessary treatments, and the workforce required to provide those services. The GMENAC report predicted a physician surplus for both generalists and specialists, pediatricians included. From the standpoint of physician employment, this obviously did not occur, and in the absence of unemployed physicians, GMENAC predictions have generally been rejected.9,152

    What went wrong with GMENAC First, the data requirements of the models were unrealistic. Needs-based planning assumes that the disease burdens of populations are measurable and that it is known which medical interventions can most effectively and efficiently improve health today and in the future.153 In actuality, the measurement of health status in populations is imperfect, and knowledge of medical care effectiveness is incomplete and likely to remain so as technologic developments outpace effectiveness studies.154,155 Second, there was an assumption by the readers of GMENAC that as physician supply approached levels needed for populations to be healthy, demand would attenuate. In this instance, surplus would be evidenced in unemployment or, at the very least, pressure on physician salaries. Populations with higher health status, however, do not consume necessarily less health care, as might be expected, but continue to demand (in an economic sense) services to address an ever-elusive definition of "health." With most health care costs borne by third parties and the general sense that more medical care always leads to better health, physicians continue to be fully employed even as health status improves. This would be of little public policy interest except that societal resources for medical care reimbursement are not without limits, and many populations remain with unmet health care needs, even as the healthy seek more care. The lesson learned from GMENAC is that in the complex market for medical care and physician labor, population needs are poorly related to demand for physicians.

    Demand-Based Models

    Demand-based forecasting uses current medical services utilization as an indication of medical need and projects future utilization to determine the required number of physicians under different conditions of productivity. In its most elegant form, utilization is measured for many different combinations of population characteristics such as age, gender, and race and for different medical care settings and financing. These include the mixture of fee-for-service or managed care penetration and patient insurance status. Once these are measured in the present, then populations for each of these characteristics are projected into the future, and the number of required pediatricians can be calculated.

    Demand-based models are the most common type of forecasting.138,139,156 Medical service utilization data are available for many populations and types of service delivery. The model assumes that current delivery patterns are rational and desirable and that similar populations in the future will require utilization rates close to those delivered today. The acceptance of current utilization patterns as normative measures also assumes that the current market for health care services maximizes the well-being of children.

    The 2 merits of demand forecasting are the availability of data and the simple assumption that the medical marketplace reasonably delivers health care consistent with societal values and expectations. Among the many criticisms that can be leveled, the most obvious is that the supply of physicians, as seen with general pediatricians and neonatologists, is not located where child health needs are greater20,114 and that medical utilization similarly varies widely across regions without detectable population differences. Current demand for health care cannot be used as a normative standard when the location of resources is idiosyncratic. The health services literature is replete with studies that show the irrationality of health care delivery.18,157–160 Critics of demand-based planning ask: Why would we want to perpetuate these delivery patterns into the future

    Trend Analysis

    Recently, a new method of projecting physician requirements was proposed: trend analysis.144,152 The method uses a macroeconomic conceptual framework that asserts that growth in physician requirements is tightly linked with increases in the gross domestic product (GDP). In addition to long-term trends in GDP, 8 "macro" trends are emphasized in the model, some that can be reasonably measured and others that are highly speculative. The model attempts to separate trends that are "the natural evolution of the current fiscal and organizational characteristics of the health care system and the societal fabric in which it exists" (attrition, productivity, substitution, geographic distribution, technology, demographics, health systems, and economic dependency) from trends that are "value judgments" (technology controls, specialist controls, volume controls, and cost controls).161 The developers of this model have used it to advance the idea of an "impending" physician shortage. Although the method forecasts physicians in aggregate, they have interpreted trends as indicating a future shortage in specialists and an "abundance of generalists."162,163

    Trend analysis has been criticized for its view that the macroeconomic association of GDP and the workforce is causal, inevitable, and a self-evident expression of societal wants. Many other criticisms have also been vigorously advanced.164–170

    When this model is applied to the pediatrician workforce, a contradiction emerges. Just as Cooper et al162 have observed a correlation between the growth of GDP per capita and total physicians per capita, Freed et al171 have presented a similar correlation with pediatricians per 100000 children. Projecting this trend into the future, Freed et al171 find, instead of Cooper et al's "abundance of generalists," that "the current net inflow of pediatricians will not be sufficient to meet future demand as expressed by the trend line." These conclusions need to be considered in the context of the estimate of Shipman et al141 that the per-child number of pediatricians will grow more than 5 times faster than the per-capita number of internists or family physicians. One interpretation is that there is an impending shortage of primary care as well as specialist physicians. Another interpretation is that macroeconomic correlations are an overly simple estimator of workforce requirements. A potential weakness with these models is that the number of physicians per capita has increased over time and will correlate highly with any other upward trend. Bivariate time-series analyses are subject to the same limitations as any other observational study, with the added problems of a small number of observations (n = number of time periods) and difficulty in identifying and measuring time-dependent confounders. When the models are technically correct,172 health care planners still must decide whether previous patterns of physician growth should be used as the primary guide of the child health workforce in the future.

    Benchmarking

    Benchmarking is a final method of determining workforce requirements. Benchmarking exploits natural experiments in workforce levels by using physician-to-population ratios found in regions of the United States or within health care systems as indications of real life and attainable physician levels.19,139,143,173,174 Benchmarking seeks to find regions in which workforce deployment is efficient and effective in delivering health care. A slightly different approach is to use the staffing levels in efficient capitated health systems that deliver high-quality care as measured by medical care processes, family satisfaction, and health outcomes. Benchmarking rejects the notion that the current national physician labor or health services markets have any particular normative value in terms of optimizing health outcomes and offers a variety of available reference points to help guide physicians' employment decisions. In the short term, benchmarks can caution a health plan about adding additional specialists to an area with a high per-capita number or point to areas with a low supply that may be an opportunity for expanded services. As the marginal effects of physician supply on patient satisfaction and outcomes are better understood, benchmarks may provide a means of improving systems of care for populations enrolled in health plans or residing within regions. To the degree we fall short of the need or desire to develop effective delivery systems with constrained resources, benchmarking will fail to predict physician employment opportunities.

    Requirements for Pediatricians

    In Table 5 we present published projections of pediatrician supply and requirements. It is evident from this list that relatively little work has been done in this area. The supply of general pediatricians forecasted by Shipman et al141 for 2010 is similar to the earlier predictions of Kletke et al.175

    The current supply (53 general pediatricians per 100000 children younger than 18 years) exceeds the requirement suggested by GMENAC in 1980 (49 per 100000) and by Abt Associates in 1991176 (41 per 100000). The only other estimates of requirements that are available are from the AAP Pediatric Research in Office Settings Network (71 per 100000) and various group and HMO practices (49–89 per 100000). These figures assume that children receive care only within pediatrician-dominated practices with staffing levels observed in practices serving largely employer-insured populations.107,177 Even with these assumptions, Shipman et al141 and Kletke et al175 forecast a supply in 2010 (72 per 100000) that exceeds staffing levels observed in most of these groups.

    As discussed elsewhere in this report, a level of supply judged sufficient for the United States as a whole still leaves pockets of underservice or possible pediatrician excess. In addition, the effects of the growing supply of pediatricians on employment opportunities will depend on both the financing and organization of health care. General pediatrician unemployment would most likely occur if pediatric care were delivered entirely under the organizational systems that carefully manage panel size, the mix of physicians and nonphysician clinicians, and utilization, such as staff- or group-model HMOs. To the extent that pediatric care is less explicitly planned and financed, there are likely to be substantial regional differences in future opportunities for pediatricians.

    Which Supply of Pediatricians Is "Right"

    This report does not recommend a particular supply of pediatricians but instead challenges the reader to consider the values worth promoting through workforce policy. Much of the disagreement about physician requirements is seen as a consequence of uncertainty in the data and analytic methods when, in fact, these debates are driven by fundamental, and often unstated, conflicts in values. The differences in values are embedded in both the means and ends of the pediatrician workforce.

    With respect to the "means," there are significant disagreements among pediatricians, health care planners, and families about the appropriate and effective mix of market-based and publicly funded programs in the education and deployment of the workforce. Should public funding of medical education (eg, GME Medicare and Health Resources and Services Administration monies) be accompanied by an obligation to care for underserved populations Who should decide on the size of the pediatrician pipeline Should it continue to be residency programs or a quasi-public entity How much of medical education should be funded publicly if markets are considered the best arbiter of workforce supply

    As far as the "ends" of workforce policy, should the workforce be equitably available to children If not, how much disparity is acceptable, and who should pay the associated uneven costs How much should workforce policy be influenced by the interest in tempering pediatric competition and thereby ensuring practice opportunities and stable incomes If this is ignored, will we able to attract the best and the brightest of rising medical talent to pediatrics These are only a few of the questions that need to be considered in developing workforce policy, including the target supply. The answers are linked to the values held as individuals and jointly as a profession.

    If producing better health and well-being of children remains the goal of pediatricians and associated workforce policy, there are still areas in which sound policy is hindered by inadequate data. The 2 related and unanswered questions in pediatrician-workforce research are: How much of an improvement in child health outcomes is derived from a given increase in the number of pediatricians, and would an equal investment in an alternative input provide a greater benefit Past investments in pediatricians have brought good value in children's health outcomes improvement. At the same time, there is a need to evaluate the effectiveness of additional growth in pediatrician supply.

    Committee on Pediatric Workforce, 2005–2006

    Michael R. Anderson, MD, Chairperson

    Aaron L. Friedman, MD

    David C. Goodman, MD, MS

    Beth A. Pletcher, MD

    Scott A. Shipman, MD, MPH

    Richard P. Shugerman, MD

    Rachel Wallace Tellez, MD, MS

    Past Committee Members

    Carmelita V. Britton, MD, Past Chairperson

    Carol D. Berkowitz, MD

    Gerald S. Gilchrist, MD

    Kristan M. Outwater, MD

    Richard J. Pan, MD, MPH

    Debra R. Sowell, MD

    Liaison

    Gail A. McGuinness, MD

    American Board of Pediatrics

    Staff

    Ethan Alexander Jewett, MA

    REFERENCES

    Ginzberg E. The Medical Triangle: Physicians, Politicians, and the Public. Cambridge, MA: Harvard University Press; 1990

    Fuchs VR. The basic forces influencing the costs of medical care. In: Fuchs VR, ed. Essays in the Economics of Health and Medical Care. New York, NY: National Bureau of Economic Research; 1972: 39–50

    Reinhardt UE. Health manpower planning in a market context: the case of physician manpower. In: Bailey NTJ, Thompson M, eds. Systems Aspects of Health Planning. Baden, Austria: North-Holland Publishing; 1974: 131–164

    Pauly MV. Is medical care different Old questions, new answers. J Health Polit Policy Law. 1988;13 :227 –237

    Rice T. Physician-induced demand for medical care: new evidence from the Medicare program. Adv Health Econ Health Serv Res. 1984;5 :129 –160

    Frech HE III. Competition in medical care: research and policy. Adv Health Econ Health Serv Res. 1984;5 :1 –27

    American Academy of Pediatrics, Committee on Pediatric Workforce. Pediatric workforce statement. Pediatrics. 1998;102 :418 –427

    American Academy of Pediatrics, Committee on Pediatric Workforce. Pediatrician workforce statement. Pediatrics. 2005;116 :263 –269

    Salsberg ES, Forte GJ. Trends in the physician workforce, 1980–2000. Health Aff (Millwood). 2002;21 :165 –173

    Roback G, Randolph L, Seidman B. Physician Characteristics and Distribution in the U.S. 1993 Edition. Chicago, IL: American Medical Association; 1993

    Pasko T, Smart DR. Physician Characteristics and Distribution in the US. 2003–2004 ed. Chicago, IL: American Medical Association; 2003

    Council on Graduate Medical Education. Fifth Report: Women & Medicine. Rockville, MD: US Department of Health and Human Services; 1995

    Brotherton SE, Simon FA, Etzel SI. US graduate medical education, 2000–2001. JAMA. 2001;286 :1056 –1060

    Kaplan JB, Bennett T. Use of race and ethnicity in biomedical publication. JAMA. 2003;289 :2709 –2716

    Graduate medical education. JAMA. 2001;286 :1095 –1107

    Educational Commission for Foreign Medical Graduates. 2001 Annual Report. Philadelphia, PA: Educational Commission for Foreign Medical Graduates; 2002

    Shih YCT. Growth and geographic distribution of selected health professions, 1971–1996. J Allied Health. 1999;28 :61 –70

    Wennberg J, Cooper M, eds. The Dartmouth Atlas of Health Care 1998. 2nd ed. Chicago, IL: American Hospital Association Press; 1998

    Chang RKR, Halfon N. Geographic distribution of pediatricians in the United States: an analysis of the fifty states and Washington, DC. Pediatrics. 1997;100 :172 –179

    Public Health Service—Criteria for designation of health manpower shortage areas. Final regulations. Fed Regist. 1980;45 (223):75996–76010

    Goldsmith LJ, Ricketts TC. Proposed changes to designations of medically underserved populations and health professional shortage areas: effects on rural areas. J Rural Health. 1999;15 :44 –54

    Hadley J. More Medical Care, Better Health An Economic Analysis of Mortality Rates. Washington, DC: Urban Institute; 1982

    Fuchs VR. Who Shall Live Health, Economics, and Social Choice. New York, NY: Basic Books; 1974

    Goodman DC, Fisher ES, Little GA, Stukel TA, Chang CH. Are neonatal intensive care resources located according to need Regional variation in neonatologists, beds, and low birth weight newborns. Pediatrics. 2001;108 :426 –431

    Cochrane AL, St. Leger AS, Moore F. Health service ‘input’ and mortality ‘output’ in developed countries. J Epidemiol Community Health. 1978;32 :200 –205

    Vogel RL, Ackermann RJ. Is primary care physician supply correlated with health outcomes Int J Health Serv. 1998;28 :183 –196

    Krakauer H, Jacoby I, Millman M, Lukomnik JE. Physician impact on hospital admission and on mortality rates in the Medicare population. Health Serv Res. 1996;31 :191 –211

    Farmer FL, Stokes CS, Fiser RH, Papini DP. Poverty, primary care and age-specific mortality. J Rural Health. 1991;7 :153 –169

    Goodman DC, Fisher ES, Little GA, Stukel TA, Chang CH, Schoendorf KS. The relation between the availability of neonatal intensive care and neonatal mortality. N Engl J Med. 2002;346 :1538 –1544

    Ferrante JM, Gonzalez EC, Pal N, Roetzheim RG. Effects of physician supply on early detection of breast cancer. J Am Board Fam Pract. 2000;13 :408 –414

    Taplin S. Is there evidence that primary care physician supply influences mammography use J Am Board Fam Pract. 2000;13 :459 –461

    Hakim RB, Bye BV. Effectiveness of compliance with pediatric preventive care guidelines among Medicaid beneficiaries. Pediatrics. 2001;108 :90 –97

    Shi L, Starfield B. The effect of primary care physician supply and income inequality on mortality among blacks and whites in us metropolitan areas. Am J Public Health. 2001;91 :1246 –1250

    Gilchrist G, Fierson W, Spencer CH, et al. The Future of Pediatric Education (FOPE) II report summary and pediatric subspecialists. Pediatrics. 2001;107 :1179 –1180

    Xu G, Rattner SL, Veloski JJ, Hojat M, Fields SK, Barzansky B. A national study of factors influencing men and women physicians' choices of primary care specialties. Acad Med. 1995;70 :398 –404

    Kapphahn CJ, Wilson KM, Klein JD. Adolescent girls' and boys' preferences for provider gender and confidentiality in their health care. J Adolesc Health. 1999;25 :131 –142

    Cull WL, Mulvey HJ, O'Connor KG, Sowell DR, Berkowitz CD, Britton CV. Pediatricians working part-time: past, present, and future. Pediatrics. 2002;109 :1015 –1020

    Brotherton SE, Mulvey HJ, O'Connor KG. Women in pediatric practice: trends and implications. Pediatr Ann. 1999;28 :177 –183

    Kletke PR, Marder WD, Silberger AB. The growing proportion of female physicians: implications for US physician supply. Am J Public Health. 1990;80 :300 –304

    Bernzweig J, Takayama JI, Phibbs C, Lewis C, Pantell RH. Gender differences in physician-patient communication. Evidence from pediatric visits. Arch Pediatr Adolesc Med. 1997;151 :586 –591

    McMurray JE, Linzer M, Konrad TR, Douglas J, Shugerman R, Nelson K. The work lives of women physicians: results from the Physician Work Life Study. The SGIM Career Satisfaction Study Group. J Gen Intern Med. 2000;15 :372 –380

    Frank E, Meacham L. Characteristics of women pediatricians. Clin Pediatr (Phila). 2001;40 :17 –25

    Abelson HT, Bowden RA. Women and the future of academic pediatrics. J Pediatr. 1990;116 :829 –833

    Schmid G, Weitzel R, eds. Sex Discrimination and Equal Opportunity: The Labor Market and Employment Policy. New York, NY: St Martin's Press; 1984

    Brown C, Pechman JA, eds. Gender in the Workplace. Washington, DC: Brookings Institution; 1987

    National Resident Matching Program [online database, updated November 16, 2003]. Results and Data: 2003 Match. Washington, DC: National Resident Matching Program; 2003

    Salsberg E, Nolan J. The posttraining plans of international medical graduates and US medical graduates in New York State. JAMA. 2000;283 :1749 –1750

    Mullan F, Politzer RM, Davis CH. Medical migration and the physician workforce: international medical graduates and American medicine. JAMA. 1995;273 :1521 –1527

    Waxman HS. Workforce reform, international medical graduates, and the in-training examination [editorial]. Ann Intern Med. 1997;126 :803 –805

    Schroeder SA. Managing the U.S. health care workforce: creating policy amidst uncertainty. Inquiry. 1994;31 :266 –275

    Mejia A. Migration of physicians and nurses: a world wide picture. Int J Epidemiol. 1978;7 :207 –215

    Bundred PE, Levitt C. Medical migration: who are the real losers Lancet. 2000;356 :245 –246

    Mullan F. The case for more U.S. Medical students. [letter]. N Engl J Med. 2000;343 :1574 –1575

    Polsky D, Kletke PR, Wozniak GD, Escarce JJ. Initial practice locations of international medical graduates. Health Serv Res. 2002;37 :907 –928

    Mick SS, Lee SYD, Wodchis WP. Variations in geographical distribution of foreign and domestically trained physicians in the United States: ‘safety nets’ or ‘surplus exacerbation’ Soc Sci Med. 2000;50 :185 –202

    Mick SS, Lee SYD. Are there need-based geographical differences between international medical graduates and U.S. medical graduates in rural U.S. counties J Rural Health. 1999;15 :26 –43

    Baer LD, Ricketts TC, Konrad TR, Mick SS. Do international medical graduates reduce rural physician shortages Med Care. 1998;36 :1534 –1544

    Baer LD, Konrad TR, Miller JS. The need of community health centers for international medical graduates. Am J Public Health. 1999;89 :1570 –1574

    Politzer RM, Cultice JM, Meltizer AJ. The geographic distribution of physicians in the United States and the contribution of international medical graduates. Med Care Res Rev. 1998;55 :116 –130

    Whelan GP, Gary NE, Kostis J, Boulet JR, Hallock JA. The changing pool of international medical graduates seeking certification training in us graduate medical education programs. JAMA. 2002;288 :1079 –1084

    Tamblyn R, Abrahamowicz M, Brailovsky C, et al. Association between licensing examination scores and resource use and quality of care in primary care practice. JAMA. 199816;280 :989 –996

    National Center for Health Workforce Analysis. Graduate Medical Education and Public Policy: A Primer. Washington, DC: US Department of Health and Human Services; 2000

    Council on Graduate Medical Education. Twelfth Report: Minorities in Medicine. Rockville, MD: US Department of Health and Human Services; 1998

    American Academy of Pediatrics, Committee on Pediatric Workforce. Enhancing the racial and ethnic diversity of the pediatric workforce. Pediatrics. 2000;105 :129 –131

    American Academy of Pediatrics, Committee on Pediatric Workforce. Culturally effective pediatric care: education and training issues. Pediatrics. 1999;103 :167 –170

    Stoddard JJ, Back MR, Brotherton SE. The respective racial and ethnic diversity of US pediatricians and American children. Pediatrics. 2000;105 :27 –31

    Cohen JJ, Gabriel BA, Terrell C. The case for diversity in the health care workforce. Health Aff (Millwood). 2002;21 :90 –102

    Cull WL, Yudkowsky BK, Shipman SA, Pan RJ. Pediatric training and job market trends: results from the American Academy of Pediatrics third-year resident survey, 1997–2002. Pediatrics. 2003;112 :787 –792

    Institute of Medicine, Committee on Understanding and Eliminating Racial and Ethnic Disparities in Health Care. Unequal Treatment: Confronting Racial and Ethnic Disparities in Health Care. Smedley BD, Stith AY, Nelson AR, eds. Washington, DC: National Academies Press; 2002

    Phillips KA, Mayer ML, Aday L. Barriers to care among racial/ethnic groups under managed care. Health Aff (Millwood). 2000;19 :65 –75

    Murray-Garcia JL, Selby JV, Schmittdiel J, Grumbach K, Quesenberry CP Jr. Racial and ethnic differences in a patient survey: patients' values, ratings, and reports regarding physician primary care performance in a large health maintenance organization. Med Care. 2000;38 :300 –310

    Ronsaville DS, Hakim RB. Well child care in the United States: racial differences in compliance with guidelines. Am J Public Health. 2000;90 :1436 –1443

    Brotherton SE, Stoddard JJ, Tang SFS. Minority and nonminority pediatricians' care of minority and poor children. Arch Pediatr Adolesc Med. 2000;154 :912 –917

    Komaromy M, Grumbach K, Drake M, et al. The role of black and Hispanic physicians in providing health care for underserved populations. N Engl J Med. 199616;334 :1305 –1310

    Fryer GE Jr, Green LA, Vojir CP, et al. Hispanic versus white, non-Hispanic physician medical practices in Colorado. J Health Care Poor Underserved. 2001;12 :342 –351

    Cregler LL, McGanney M, Roman SA, Kagan DV. Refining a method of identifying CUNY medical school graduates practicing in underserved areas. Acad Med. 1997;72 :794 –797

    Xu G, Fields SK, Laine C, Veloski JJ, Barzansky B, Martini CJM. The relationship between the race/ethnicity of generalist physicians and their care for underserved populations. Am J Public Health. 1997;87 :817 –822

    Saha S, Taggart SH, Komaromy M, Bindman AB. Do patients choose physicians of their own race Health Aff (Millwood). 2000;19 :76 –83

    Brach C, Fraser I. Can cultural competency reduce racial and ethnic health disparities A review and conceptual model. Med Care Res Rev. 2000;57 (suppl 1):181–217

    Fiscella K, Franks P, Gold MR, Clancy CM. Inequality in quality: addressing socioeconomic, racial, and ethnic disparities in health care. JAMA. 2000;283 :2579 –2584

    Choi LW. Affirmative action in medical school admissions: minority underrepresentation in medicine. Pharos Alpha Omega Alpha Honor Med Soc. 2000;63 (4):4–8

    Campos-Outcalt D, Lundy M, Senf J. Outcomes of combined internal medicine-pediatrics residency programs: a review of the literature. Acad Med. 2002;77 :247 –256

    Lannon CM, Oliver TK Jr, Guerin RO, Day SC, Tunnessen WW Jr. Internal medicine-pediatrics combined residency graduates: what are they doing now Results of a survey. Arch Pediatr Adolesc Med. 1999;153 :823 –828

    Tang SF, Olson L, Cull W, Yudkowsky B. From infants to teens: general pediatricians provided primary care for more children from 1991 to 2000 . Presented at: Pediatric Academic Societies Annual Meeting; May 3–6, 2003; Seattle, WA

    Merenstein D, Green L, Fryer GE, Dovey S. Shortchanging adolescents: room for improvement in preventive care by physicians. Fam Med. 2001;33 :120 –123

    American Academy of Family Physicians. Family physician workforce reform: AAFP recommendations. Am Fam Physician. 1996;53 :65 –66, 71–72, 75

    Hooker RS, McCaig LF. Use of physician assistants and nurse practitioners in primary care, 1995–1999. Health Aff (Millwood). 2001;20 :231 –238

    Cooper RA, Laud P, Dietrich CL. Current and projected workforce of nonphysician clinicians. JAMA. 1998;280 :788 –794

    American Academy of Family Physicians. Uncoordinated growth of the primary care work force. Am Fam Physician. 2001;64 :1498

    Beal JA, Richardson DK, Dembinski S, et al. Responsibilities, roles & staffing patterns of nurse practitioners in the neonatal intensive care unit. MCN Am J Matern Child Nurs. 1999;24 :168 –175

    American Academy of Physician Assistants. 2002 AAPA Physician Assistant Census Report. Alexandria, VA: American Academy of Physician Assistants; 2002

    Hooker RS, Berlin LE. Trends in the supply of physician assistants and nurse practitioners in the United States. Health Aff (Millwood). 2002;21 :174 –181

    Martin KE. A rural-urban comparison of patterns of physician assistant practice. JAAPA. 2000;13 :49 –50, 56, 59, 64–66, 72

    Shi L, Samuels ME, Konrad TR, Ricketts TC, Stoskopf CH, Richter DL. The determinants of utilization of nonphysician providers in rural community and migrant health centers. J Rural Health. 1993;9 :27 –39

    Krein S, Casey M. Research on managed care organizations in rural communities. J Rural Health. 1998;14 :180 –199

    Lin G, Burns PA, Nochajski TH. The geographic distribution of nurse practitioners in the United States. Appl Geogr Stud. 1997;1 :287 –301

    Brady MA. Study compares performance of nurse practitioners and physicians. J Pediatr Health Care. 2000;14 :140 –141

    Brady MA, Neal JA. Role delineation study of pediatric nurse practitioners: a national study of practice responsibilities and trends in role functions. J Pediatr Health Care. 2000;14 :149 –159

    American Academy of Pediatrics, Committee on Pediatric Workforce. Scope of practice issues in the delivery of pediatric health care. Pediatrics. 2003;111 :426 –435

    Lewis CE. Variations in the incidence of surgery. N Engl J Med. 1969;281 :880 –884

    Wennberg J, Gittelsohn A. Small area variations in health care delivery. Science. 1973;182 :1102 –1108

    Wennberg J, Cooper M, eds. The Quality of Medical Care in the United States: A Report on the Medicare Program. The Dartmouth Atlas of Health Care 1999. Chicago, IL: American Hospital Association Press; 1999

    American Academy of Pediatrics, Task Force on the Future of Pediatric Education II. Organizing pediatric education to meet the needs of infants, children, adolescents, and young adults in the 21st century. A collaborative project of the pediatric community. Pediatrics. 2000;105 (1 pt 2):157–212

    American Academy of Pediatrics, Committee on Careers and Opportunities. Pediatric workforce statement. Pediatrics. 1993;92 :725 –730

    Rivo ML, Satcher D. Improving access to health care through physician workforce reform: directions for the 21st century. JAMA. 1993;270 :1074 –1078

    Goodman DC, Mick SS, Bott D, et al. Primary care service areas: a new tool for the evaluation of primary care services. Health Serv Res. 2003;38 :287 –309

    Politzer RM, Harris DL, Gaston MH, Mullan F. Primary care physician supply and the medically underserved: a status report and recommendations. JAMA. 1991;266 :104 –109

    Pathman DE, Taylor DH Jr, Konrad TR, et al. State scholarship, loan forgiveness, and related programs: the unheralded safety net. JAMA. 2000;284 :2084 –2092

    Rabinowitz HK, Diamond JJ, Markham FW, Paynter NP. Critical factors for designing programs to increase the supply and retention of rural primary care physicians. JAMA. 2001;286 :1041 –1048

    Goodman DC, Fisher ES, Little GA, Stukel TA, Chang CH. The uneven landscape of newborn intensive care services: variation in the neonatology workforce. Eff Clin Pract. 2001;4 :143 –149

    Graduate medical education. JAMA. 2002;288 :1151 –1164

    American Board of Pediatrics. Workforce Data. Chapel Hill, NC: American Board of Pediatrics; 2002

    Gruskin A, Williams RG, McCabe ERB, et al. Final report of the FOPE II Pediatric Subspecialists of the Future Workgroup. Pediatrics. 2000;106 :1224 –1244

    Wiley JF II, Fuchs S, Brotherton SE, et al. A comparison of pediatric emergency medicine and general emergency medicine physicians' practice patterns: results from the Future of Pediatric Education II Survey of Sections Project. Pediatr Emerg Care. 2002;18 :153 –158

    Tunkel DE, Cull WL, Jewett EAB, Brotherton SE, Britton CV, Mulvey HJ. Practice of pediatric otolaryngology: results of the Future of Pediatric Education II project. Arch Otolaryngol Head Neck Surg. 2002;128 :759 –764

    Stoddard JJ, Cull WL, Jewett EAB, Brotherton SE, Mulvey HJ, Alden ER. Providing pediatric subspecialty care: a workforce analysis. American Academy of Pediatrics Committee on Pediatric Workforce Subcommittee on Subspecialty Workforce. Pediatrics. 2000;106 :1325 –1333

    Pan RJ, Cull WL, Brotherton SE. Pediatric residents' career intentions: data from the leading edge of the pediatrician workforce. Pediatrics. 2002;109 :182 –188

    Anderson MR, Jewett EA, Cull WL, Jardine DS, Outwater KM, Mulvey HJ. Practice of pediatric critical care medicine: results of the Future of Pediatric Education II Survey of Sections Project. Pediatr Crit Care Med. 2003;4 :412 –417

    Brotherton SE, Habal MB. Analysis of workforce, distribution of care, and practice preference in pediatric plastic surgery. J Craniofac Surg. 1999;10 :3 –9

    Kelly DP, Cull WL, Jewett EA, et al. Developmental and behavioral pediatric practice patterns and implications for the workforce: results of the Future of Pediatric Education II Survey of Sections Project. J Dev Behav Pediatr. 2003;24 :180 –188

    Pletcher BA, Jewett EAB, Cull WL, et al. The practice of clinical genetics: a survey of practitioners. Genet Med. 2002;4 :142 –149

    Redding GJ, Cloutier MM, Dorkin HL, Brotherton SE, Mulvey HJ. Practice of pediatric pulmonology: results of the Future of Pediatric Education Project (FOPE). Pediatr Pulmonol. 2000;30 :190 –197

    Shelov SP, Burg FD. The pediatric residency match: a worrisome horizon. Ambul Pediatr. 2002;2 :417 –418

    Kaufman JL. Forecasting physician workforce requirements [letter]. JAMA. 1995;273 :112

    Bloor K, Maynard A. Workforce productivity and incentive structures in the UK National Health Service. J Health Serv Res Policy. 2001;6 :105 –113

    Reinhardt UE. Health manpower forecasting: the case of physician supply. In: Ginzberg E, ed. Health Services Research: Key to Health Policy. Cambridge, MA: Harvard University Press; 1991:234 –283

    Reinhardt U. A production function for physician services. Rev Econ Stat. 1972;54 :55 –66

    Yankauer A, Connelly JP, Feldman JJ. Physician productivity in the delivery of ambulatory care: some findings from a survey of pediatricians. Med Care. 1970;8 :35 –46

    American Medical Association, Center for Health Policy Research. Practice Patterns of Pediatrics 2003. Wassenaar JD, Thran SL, eds. Chicago, IL: American Medical Association; 2003

    Flood AB, Fremont AM, Jin K, Bott DM, Ding J, Parker RC Jr. How do HMOs achieve savings The effectiveness of one organization's strategies. Health Serv Res. 1998;33 :79 –99

    Flood AB, Bott DM, Goodrick E. The promise and pitfalls of explicitly rewarding physicians based on patient insurance. J Ambul Care Manage. 2000;23 :55 –70

    American Medical Association, Center for Health Policy Research. Socioeconomic Characteristics of Medical Practice 1990/1991. Gonzales ML, ed. Chicago, IL: American Medical Association; 1991

    American Medical Association, Center for Health Policy Research. Physician Socioeconomic Statistics. 2000–2002 Edition. Wassenaar JD, Thran SL, eds. Chicago, IL: American Medical Association; 2001

    Cooper RA. Perspectives on the physician workforce to the year 2020. JAMA. 1995;274 :1534 –1543

    Weiner JP. Forecasting the effects of health reform on US physician workforce requirement: evidence from HMO staffing patterns. JAMA. 1994;272 :222 –230

    Lurie JD, Goodman DC, Wennberg JE. Benchmarking the future generalist workforce. Eff Clin Pract. 2002;5 :58 –66

    Shipman SA, Lurie JD, Goodman DC. The general pediatrician: projecting future workforce supply and requirements. Pediatrics. 2004;113 :435 –442

    Tarlov AR. Estimating physician workforce requirements: the devil is in the assumptions. JAMA. 1995;274 :1558 –1560

    Goodman DC, Fisher ES, Bubolz TA, Mohr JE, Poage JF, Wennberg JE. Benchmarking the US physician workforce: an alternative to needs-based or demand-based planning. JAMA. 1996;276 :1811 –1817

    Cooper RA, Getzen TE. The coming physician shortage. Health Aff (Millwood). 2002;21 :296 –299

    Miller RS, Dunn MR, Richter TH, Whitcomb ME. Employment-seeking experiences of resident physicians completing training during 1996. JAMA. 1998;280 :777 –783

    Seifer SD, Troupin B, Rubenfeld GD. Changes in marketplace demand for physicians: a study of medical journal recruitment advertisements. JAMA. 1996;276 :695 –699

    Center for Health Workforce Studies. Residency Training Outcomes by Specialty in 2000 for New York State: A Summary of Responses to the 2000 NYS Resident Exit Survey. Albany, NY: School of Public Health, University at Albany; 2001

    Retchin SM, Boling PA, Nettleman MD, Mick SS. Marketplace reforms and primary care career decisions. Acad Med. 2001;76 :316 –323

    Graduate Medical Education National Advisory Committee. Report of the Graduate Medical Education National Advisory Committee to the Secretary, Department of Health and Human Services. Vol 1. Washington, DC: Office of Graduate Medical Education, Health Resources Administration, Public Health Service, US Department of Health and Human Services; 1980

    Cooper RA, Getzen TE, McKee HJ, Laud P. Economic and demographic trends signal an impending physician shortage. Health Aff (Millwood). 2002;21 :140 –154

    Reinhardt UE. The GMENAC forecast: an alternative view. Am J Public Health. 1981;71 :1149 –1157

    Harris JE. How many doctors are enough Health Aff (Millwood). 1986;5 :73 –83

    Wennberg JE. Outcomes research, cost, containment, and the fear of health care rationing. N Engl J Med. 1990;323 :1202 –1204

    Greenberg L, Cultice JM. Forecasting the need for physicians in the United States: the Health Resources and Services Administration's physician requirements model. Health Serv Res. 1997;31 :723 –737

    Wennberg JE, Freeman JL, Shelton RM, Bubolz TA. Hospital use and mortality among Medicare beneficiaries in Boston and New Haven. N Engl J Med. 1989;321 :1168 –1173

    Goodman DC, Fisher ES, Gittelsohn A, Chang CH, Fleming C. Why are children hospitalized The role of non-clinical factors in pediatric hospitalizations. Pediatrics. 1994;93 :896 –902

    Goodman DC, Fisher E, Stukel TA, Chang CH. The distance to community medical care and the likelihood of hospitalization: is closer always better Am J Public Health. 1997;87 :1144 –1150

    Nyquist AC, Gonzales R, Steiner JF, Sande MA. Antibiotic prescribing for children with colds, upper respiratory tract infections, and bronchitis. JAMA. 1998;279 :875 –877

    Council on Graduate Medical Education. Evaluation of Specialty Physician Workforce Methodologies. Rockville, MD: US Department of Health and Human Services, Public Health Service, Health Resources and Services Administration; 2000

    Cooper RA, Getzen TE, Laud P. Economic expansion is a major determinant of physician supply and utilization. Health Serv Res. 2003;38 :675 –696

    Cooper RA. There's a shortage of specialists. Is anyone listening Acad Med. 2002;77 :761 –766

    Barer M. New opportunities for old mistakes. Health Aff (Millwood). 2002;21 :169 –171

    Reinhardt UE. Analyzing cause and effect in the U.S. physician workforce. Health Aff (Millwood). 2002;21 :165 –166

    Grumbach K. The ramifications of specialty-dominated medicine. Health Aff (Millwood). 2002;21 :155 –157

    Snyderman R, Sheldon GF, Bischoff TA. Gauging supply and demand: the challenging quest to predict the future physician workforce. Health Aff (Millwood). 2002;21 :167 –168

    Mundinger MO. Through a different looking glass. Health Aff (Millwood). 2002;21 :163 –164

    Weiner JP. A shortage of physicians or a surplus of assumptions Health Aff (Millwood). 2002;21 :160 –162

    Mullan F. Some thoughts on the white-follows-green law. Health Aff (Millwood). 2002;21 :158 –159

    Freed GL, Nahra TA, Wheeler JRC. Predicting the pediatric workforce: use of trend analysis. J Pediatr. 2003;143 :570 –575

    Woolridge JM. Introductory Econometrics. Cincinnati, OH: South-Western College Publishing; 2000

    Mulhausen R, McGee J. Physician need: an alternative projection from a study of large, prepaid group practices. JAMA. 1989;261 :1930 –1934

    Whitcomb ME. A cross-national comparison of generalist physician workforce data. Evidence for US supply adequacy. JAMA. 1995;274 :692 –695

    Kletke PR, Wozniak GD, Emmons DW. Changing practice organization and future physician supply. Presented at: Meeting of the Association for Health Services Research; June 9–11, 1996; Atlanta, GA

    Abt Associates. Reexamination of the Adequacy of Physician Supply Made in 1980 by the Graduate Medical Education National Advisory Committee (GMENAC) for Selected Specialties: Final Report. Springfield, VA: National Technical Information Service; 1991. Health Resources and Services Administration publication no. 240-89-0041

    American Academy of Pediatrics, Committee on Careers and Opportunities. Committee report: population-to-pediatrician ratio estimates: a subject review. Pediatrics. 1996;97 :597 –600

    Dial TH, Palsbo SE, Bergsten C, Gabel JR, Weiner J. Clinical staffing in staff- and group-model HMOs. Health Aff (Millwood). 1995;14 :168 –180(David C. Goodman, MD, MS )