The science of epidemiology and the methods needed for public health assessments: a review of epidemiology textbooks
BMC Public Health volume 14, Article number: 139 (2014)
Epidemiology is often described as ‘the science of public health’. Here we aim to assess the extent that epidemiological methods, as covered in contemporary standard textbooks, provide tools that can assess the relative magnitude of public health problems and can be used to help rank and assess public health priorities.
Narrative literature review.
Thirty textbooks were grouped into three categories; pure, extended or applied epidemiology, were reviewed with attention to the ways the discipline is characterised and the nature of the analytical methods described.
Pure texts tend to present a strict hierarchy of methods with those metrics deemed to best serve aetiological inquiry at the top. Extended and applied texts employ broader definitions of epidemiology but in most cases, the metrics described are also those used in aetiological inquiry and may not be optimal for capturing the consequences and social importance of injuries and disease onsets.
The primary scientific purpose of epidemiology, even amongst ‘applied’ textbooks, is aetiological inquiry. Authors do not readily extend to methods suitable for assessing public health problems and priorities.
The relationship between epidemiology and public health has long been a close one. Traditionally epidemiology is viewed as the main source of analytical tools for public health practitioners and administrators and is frequently described as the ‘basic science of public health’ [1–4]. Many other disciplines are also important to public health. Health economics, sociology and many a number of qualitative approaches to health problems, are a few examples, but epidemiology holds a central role because “of its population focus and quantitative methods” . However, even relationships of long-standing intimacy may not fulfil all the needs of both parties.
In his review of epidemiological textbooks published in 1999, Raj Bhopal noted that these introductory books left readers with no clear tools to approach public health problems with:
Textbooks commonly proclaim the broad applications of epidemiology, particularly as the foundation science of public health,… In my view, textbooks rarely demonstrate clearly how epidemiologic theory is applicable to public health practice. Even those that explicitly combine epidemiology and public health only partly succeed in integrating theory, method and application (p 1164) .
Similar critiques have been voiced by others since. In the preface to the textbook, Statistics in Public Health, for example, Stroup states that “although numerous texts cover the theory and methods of epidemiology and biostatistics, no single resource has been available to guide analysts in the application of these methods in public health” .
A key function of public health is the assessment of population health for the purpose of evaluating policy, interventions and resource allocation . This entails the assessment of public health priorities and for this purpose the consequences of disease onsets becomes an essential extension to an understanding of the causes of those onsets. Time-based metrics which are capable of quantifying the number of years spent in different health states, those that can account for the severity of disability and those that can be used to compare burden between diseases and populations are particularly useful to this end. Metrics like life-years gained (LYG) and disability-adjusted life years (DALY) are valuable metrics designed specifically for the purpose of measuring and directly comparing the burden caused by different public health problems .
The question posed here therefore is: Does the scope of epidemiology as manifest in these texts extend to providing techniques helpful in ranking and prioritising health problems? While our investigation is quite focused on the quantitative methods needed to assess and rank public health burdens, broadly related to this are the following questions: How do epidemiologists envisage their purpose in relation to public health? Do epidemiologists acknowledge the utility, for public health purposes, of time-based measures of disease occurrence, and do they include such measures in their set of analytical tools? And, if not, what rationale is given, if any, for concentrating on event-based measures?
To pursue our objective rather than an exhaustive review of all techniques and methods developed by epidemiologists we review a selection of epidemiology textbooks. This is because we consider textbooks here to be a reflection of the dominant discourses within the discipline of epidemiology and to provide a convenient insight into how practitioners envisage the scope of their discipline. Furthermore, textbooks are still the common teaching aid in Masters of Public Health courses. Here we provide an up to date review of epidemiology and public health textbooks with and specifically explore the extent to which standard methodological works by epidemiologists provide all of the analytic tools needed by those assessing public health problems and priorities.
Selection of textbooks
The textbooks selected in the study either focus on epidemiologic methods or present chapters on epidemiologic methods in the context of public health applications. The extent to which the authors are explicitly concerned with the application of epidemiologic methods to public health problems constitutes a spectrum and is categorised here into three groups; ‘pure’ , ‘extended’ and ‘applied’ epidemiology. The groups were defined by the expressed scope of the book and the intended target audience. ‘Pure’ epidemiologic texts are those which aim to address core issues of epidemiologic research to professional epidemiologists or epidemiologists in training. ‘Extended’ texts are those that, in addition to their discussion of core issues, declared intent to extend their coverage to public health applications. ‘Applied’ texts were defined as those where the main declared purpose is to apply epidemiological methods to the assessment of public health problems or priorities.
Our selection of textbooks represented a range of text types, i.e. disease-specific or generic, monographs or edited collections of contributions by multiple authors. This selection was certainly not exhaustive but included some of the more widely used textbooks aimed at graduate students as well as professional epidemiologists and public health practitioners. This was assessed by online searches for textbooks, the observed quantities of library holdings at the Medical Library of the University of Cambridge and by virtue of the text being in its second (or later) edition. We limited the choice to those that were published after 1980 and excluded specialist texts focusing on particular methodologies (e.g. clinical epidemiology, longitudinal methods).
When available, definitions of epidemiology were extracted and categorized as either narrow or broad in scope. Broad definitions are those that include an applied role for epidemiology.
Textbooks were then reviewed with particular attention to the extent that books discussed a range of topics and methods relevant to the public health function of assessing the burden of health problems and prioritization of public health activities, including:
- Methods for measuring the levels of health in different populations (or different groups within a larger population), and relatedly, of changes in levels of health over time.
- Methods for comparing and ranking the importance to the population’s health of a) different types of diseases and injuries and b) the causes of these different types of diseases and injuries.
For this purpose four criteria were sought:
Incidence and prevalence as measures of disease occurrence: Incidence measures the onset of disease while prevalence measures the number of existent cases. In the context of aetiological inquiry, a prevalence measure mixes characteristics associated with the onset of disease with those associated with survival after onset. So for an aetiological study, the inclusion of duration in the metric used ‘muddies the waters’. Here we look at how authors distinguish between these metrics and how they are portrayed.
Measures of health and disability: While the onset of disease is preferable for epidemiologists when determining aetiology, the consequences of disease onset is also important for the public health specialist. This information is useful for planning services, policies and/or interventions to reduce morbidity or to assist in the management of disabilities.
Measures of health and disability designed for comparison: It is particularly useful from a public health perspective to be able to compare the needs of a population by assessing the burden of different diseases experienced in that population. Such comparisons require metrics that treat different types of diseases and injuries comparably. The DALY is an example of a metric developed with these objectives in mind.
Lifetable methods: Lifetables and lifetable methods provide a rich source for time-based health metrics. These include life and health expectancies of a population.
Ten texts from each of the three categories were selected (Table 1). Most of the textbooks examined offered a definition of epidemiology in their opening chapters. Amongst the ‘pure texts’ less than half of the authors (4 out of the 10) limit the effective scope of epidemiology to the study of distribution and determinants of disease (Table 2). Rothman and Greenland, for example, explicitly place aetiologic research at the forefront of epidemiology’s task and state that ‘the ultimate goal of most epidemiologic research is the elaboration of causes’ . Of the definitions listed amongst these ‘pure texts’ , those of Szklo et al., , Koepsell  and Lilienfeld  explicitly extend epidemiology’s remit and employ a definition offering a role for epidemiology in the application of epidemiology to the ‘control of health problems’. Two texts, those of Lilienfield  and Ahren and Pigeot , are distinguished among the pure texts by the breadth of their perspectives on epidemiology – in one case going so far as to describe epidemiology as an ‘eclectic discipline’ made up of methods from a range of other disciplines .
Incidence and prevalence are usually introduced in the first chapters of a textbook and preference for incidence as a measure of disease frequency is often evident in pure texts (5 out of 10 texts presented extended discussions of incidence relative to prevalence) (Table 3). A quote taken from a textbook by Miettinen  states clearly the reason one may prefer incidence in aetiologic research:
The study of prevalence, or status distribution, tends to be unattractive from a scientific point of view. The reason is that a parameter of this type is a reflection – a logical composite – of several component parameters, and the development of insight requires studying those components (p 29) .
The emphasis is placed on measuring onsets of disease (in other words incidence) as the most ‘fundamental’ measure of disease occurrence.
Apart from the textbooks authored by Esteve  and Rossignol , all of the ‘extended’ textbooks use broad definitions of epidemiology which extend epidemiology’s purpose to the application of its methods to public health and health service evaluation (Table 2).
As with the ‘pure’ texts, the limitations of prevalence with regards to the study of aetiology are stressed in three of these texts (Table 3). Friis et al.  and Merrill et al.  explicitly state that an objective of epidemiology is to determine the extent of disease found in a community and to “identify where the public health problem is greatest” p5 .
The characterisation of prevalence, as a complexly determined measure is therefore reiterated here. One author (Bhopal) comes to the defence of the prevalence measure, however, proclaiming its value in research and in some kinds of aetiological research.
The prevalence rate [sic] is generally preferred as the measure of burden for long-lasting diseases even when these are rare. For health behaviours and other disease risk factors prevalence is the preferred measure (even in studies of disease causation). Prevalence is sometimes perceived in epidemiology as inferior to incidence. It is not. Both measures have inherent weaknesses and strengths, and different value in various circumstances (p 228) .
Several of the other books in this category present brief discussions of life table techniques and/or survival analysis (7 out of 10) and there is evidently greater interest among these books in summary measures intended for comparing across populations like the DALY (5 out of 10) but none of the texts give very much attention to these topics. Webb and Bain  mention in passing the Years of Potential Life Lost (YPLL) metric while Gordis  devotes a slightly more substantial discussion to life tables, survival analysis and the role of YPLL.
Most ‘applied texts’ employ broad definitions of epidemiology (5 out of the 7 definitions offered) depicting it as a discipline which can be applied to planning and evaluating specific medical interventions or health services more generally; in some cases an explicit role in helping to set priorities is acknowledged [23, 26]. Though we have categorised Spasoff’s definition here as narrow it is in fact stated with a tone of criticism towards epidemiology’s disinterest for populations and indicates the need for other disciplines to meet these needs .
With a declared interest in covering a broad range of topics relevant to policy-making and public health action, this group of textbooks often present only a limited discussion of basic epidemiologic methods. Many of these textbooks, for example, do not discuss incidence or prevalence at all. Those that do, however, offer more attention to prevalence than seen in either of the other two categories. Gillam et al., , as well as Tulchinsky and Varavikova , for example, distinguish the usefulness of the measures according to the chronicity of the disease to be measured. Gillam et al. state;
“[this] means that for conditions with a long duration (eg diabetes or heart disease) prevalence is a good estimate of the burden of disease but for conditions of short duration (eg influenza) incidence is a better measure” (p 34) .
Tulchinsky and Varavikova similarly note that;
“[i]ncidence is more useful for acute conditions, whereas prevalence is more important in measuring chronic disease and assessing the long-term impact of a disease” (p 124) .
Where specific methods are concerned, however, textbooks in this category devote little attention to measures of health levels. For example, Spasoff here briefly describes measures of years of life lost: “Policy epidemiology emphasizes different indicators from those most used in aetiological research… Potential years of life lost (PYLL) is often a more useful statistic than the number of deaths” , but stops short of discussing health losses from nonfatal conditions (or time spent with disability).
More books in this category refer to measures of morbidity (4 out of 10) and summary measures of health (7 out of 10) (relative to ‘pure’ and ‘extended’ texts). These discussions are typically brief, only introducing terms and concepts rather than providing any thorough guidance on how to employ them. This is true for most but, of course, not all texts. Detels et al., for example, offer a thorough discussion of most topics of interest here, while the textbook by Pomperleau and McKee  provides a full discussion of summary measures of health. The latter text, as well as that by Bonita et al, make special mention of the importance comparability . Finally, Brownson, is one of the few authors who explicitly state a role for epidemiology in priority-setting: “Establishing public health and health care priorities in an era of limited resources is a demanding task. Epidemiologic tools and approaches can make important contributions to priority setting.” (p 14) . Most texts do not explicitly show how.
The evolution of epidemiologic methods and concepts has been driven by the search of causes of human diseases. It is likely that this will remain the driving force of epidemiologists and of epidemiology (p 123) .
Public health has always been critically dependent on aetiologic research and the contributions made by epidemiology. It is not our intention here to suggest that the priority epidemiologists tend to place in the scientific programme and the hierarchy of methods is in any way misguided or misplaced. It does not aim to make any broad statements about the utility of epidemiology to public health action. Epidemiology has growing impact in policy through the increasing evidence based policy making, systematic reviews, and the increasingly influential analysis of the social determinants of health and disease.
Rather our purpose is to highlight how aspirations to extend their scope to provide methods to assess public health problems and priorities have resulted in incomplete coverage of the methodological needs of public health. Rarely has this aspiration led to serious engagements with some of the difficult conceptual and methodological issues involved, for example in the comparison of health levels or in the ranking of health problems for prioritisation. Epidemiological textbooks certainly do not have to extend to this task but it is noteworthy that so few do.
Even when their stated purpose is to apply epidemiology to the assessment of public health problems and priorities, most of these authors typically fail to acknowledge that such a purpose entails methods to help rank the social importance of disease occurrences. ‘Applied’ texts claim to extend their scope to encompass the various methods designed to compare and rank health states, to evaluate the public’s health and the public’s needs for health services. Mention may be made of alternative time-based measures of disease occurrence but these explorations typically stop short of full descriptions of the methodologies.
What this paper does show is that textbooks that aim to provide a basic comprehension of epidemiology, even applied epidemiology, neglect a crucially important aspect of what constitutes public health. In Public Health at the Crossroads, Robert Beaglehole argues: “Measuring the burden of disease has not been a priority for epidemiologists. ….Furthermore, epidemiologists have not developed methods suitable for the widespread assessment of morbidity” . The growing importance of descriptive exercises like the global burden of disease is evidenced by its influence in global health policy and planning and leaves little doubt that measurement tools like the DALY have a significant place in public health research. The absence of this area of research from the reviewed textbooks, however, suggests that epidemiologists do not see it as central to their task.
Epidemiology is of course not the only science to inform public health action. Health economics, in particular, plays a very influential role in comparing the importance of population health problems and the effectiveness of interventions. The QALY is largely an economic measure and is today the most common metric used in health evaluations. Economic methods, however, may not provide a fully satisfactory analysis of population health needs because of the way in which economic theory is based in individual preferences and in subjective concepts of health. This complicates the linkages to concepts of disease based in ‘objective’ science. Epidemiologists and public health specialists should be encouraged to not simply borrow methods from other disciplines but to develop new methods that encompass the appropriate public health perspectives.
An important limitation in this analysis should be noted. We have not here accounted for the year of publication. Measures of health and morbidity, and composite measures like the QALY and DALY have been in development over the last few decades and one would expect that their use would increase with time. We have also limited this review to general epidemiology texts. Today there are numerous fields and subfields which inform public health decisions and epidemiological methods alike. Biostatistics provides ever more sophisticated approaches to quantification while social epidemiology helps us better understand the ‘causes of the causes’ of population health. A review of general textbooks will not reveal the ‘state of the art’ or ‘cutting edge’ methodologies that are currently in development, or even in use. But what it does expose are the methods and theories that have come to be widely accepted within the field . Authors of epidemiology textbooks should afford more attention to the neglected areas of measuring disease burden and the development of morbidity metrics and tools for the prioritisation of population health problems.
Disability-adjusted life year
Health adjusted life years
Quality-adjusted life year
Years of potential life lost.
Encyclopedia of Public Health. Edited by: Kirch W. 2008, New York: Springer
Gregg MB: Field Epidemiology. 2002, Oxford: Oxford University Press
Kuller LH: Epidemiology is the study of “epidemics” and their prevention. Am J Epidemiol. 1991, 134 (10): 1051-1056.
Savitz D, Poole C, Miller WC: Reassessing the role of epidemiology in public health. Am J Public Health. 1999, 89 (8): 1158-1161. 10.2105/AJPH.89.8.1158.
Beaglehole R, Bonita R: Public Health at the Crossroads: Achievements and Prospects. 2004, Cambridge: Cambridge University Press, 2
Bhopal R: Paradigms in epidemiology textbooks; in the footsteps of Thomas Kuhn. Am J Public Health. 1999, 89: 1162-1165. 10.2105/AJPH.89.8.1162.
Stroup DF, Teutsch SM: Statistics in Public Health: Quantitative Approaches to Public Health Problems. 1998, Oxford: Oxford University Press
Pan American Health Organisation [Internet]: Essential public health functions. cited 2010 June 10]; Available from: http://www.paho.org/english/dpm/shd/hp/EPHF.htm
Gouda HN, Critchley J, Powles JW, Capewell S: Why choice of metrics matters in public health analyses: a case study of the attribution of credit for the declinein coronary heart disease mortality in the US and other populations. BMC Public Health. 2012, 12 (1): 88-91. 10.1186/1471-2458-12-88.
Rothman K, Greenland S, Lash TL: Modern Epidemiology. 2008, London: Lippincott Williams & Wilkins, 3
Szklo M, Nieto FJ: Epidemiology: Beyond the Basics. 2007, Sudbury: Jones and Bartlett Publishers, 2
Koepsell T, Weiss NS: Epidemiologic Methods: Studying the Occurrence of Illness. 2003, Oxford: Oxford University Press
Lilienfeld D, Stolley PD: Foundations of Epidemiology. 1994, New York: Oxford University Press, 3
Ahrens W, Pigeot I: Handbook of Epidemiology. 2013, Berlin: Springer
Gerstman BB: Epidemiology Kept Simple: An Introduction to Traditional and Modern Epidemiology. 2003, New Jersey: Wiley-Liss, 2
Hennekens CH, Buring JE: Epidemiology in Medicine. 1987, Philadelphia: Lippincott Williams & Wilkins
MacMahon B, Trichopoulos D: Epidemiology: Principles and methods. 1996, Boston: Little, Brown and Company, 2
Merrill RM, Timmerck TC: An Introduction to Epidemiology. 2006, Sudbury: Jones and Bartlett Publishers, 4
Miettinen OS: Theoretical Epidemiology: Principles of Occurrence Research in Medicine. 1985, New York: John Wiley & Sons
Bonita R, Beagelhole R, Kjellström T: Basic Epidemiology. 2006, Geneva: WHO, 2
Bhopal R: Concepts of Epidemiology: An Integrated Introduction to the Ideas, Theories, Principles and Methods of Epidemiology. 2008, Oxford: Oxford University Press, 2
Esteve I, Benhamou E, Raymond L: Statistical methods in cancer research. Volume IV. Descriptive epidemiology, Volume 128. 1994, IARC Scientific Publications
Farmer R, Lawrenson R: Epidemiology and Public Health Medicine. 2004, Malden: Blackwell Publishing, 5
Friis RH, Sellers TA: Epidemiolgy for Public Health Practice. 2009, Sudbury: Jones and Bartlett Publishing, 4
Gordis L: Epidemiology. 2009, Philadelphia: Saunders, Elsevier, 4
Moon G, Gould M, Iggulden P, Jones K, Subramanian SV, Twigg L, Duncan C, Litva A, Brown T: Epidemiology: An introduction. 2000, Buckingham: Open University Press
Rossignol A: Principles and Practices of Epidemiology: An Engaged Approach. 2005, New York: McGraw-Hill Higher Education
Webb P, Bain C: Essential Epidemiology: An Introduction for Students and Health Professionals. 2011, Cambridge: Cambridge University Press, 2
Vetter N, Mathews I: Epidemiology and Public Health Medicine. 1999, Edinburgh: Harcourt Publishing
Brownson RC, Petitti DB: Applied Epidemiology: Theory to Practice. 2006, New York: Oxford University Press, 2
Carr S, Unwin N, Pless-Mulloli T: An Introduction to Public Health and Epidemiology. 2007, Maidenhead: Open University Press, 2
Oxford Textbook of Public Health. Edited by: Detels R, Beaglehole R, Lansang MA, Gulliford M. 2009, Oxford: Oxford University Press, 5
Donaldson L, Scally G: Donaldson’s Essential Public Health. 2009, Oxford: Radcliffe Publishing, 3
Essential Public Health: Theory and practice. Edited by: Gillam S, Yates J, Badrinath P. 2007, Cambridge: Cambridge University Press
Kerr C, Taylor R, Heard G: Handbook of Public Health Methods. 1998, New York: McGraw-Hill Medical
Issues in Public Health. Edited by: Pomperleau J, McKee M. 2005, Maidenhead: Open University Press
Schneider M-J: Introduction to Public Health. 2010, Sudbury: Jones and Bartlett Publishers, 3
Spasoff RA: Epidemiologic Methods for Health Policy. 1999, New York: Oxford University Press
Tulchinsky TH, Varavikova EA: The New Public Health: An introduction for the 21st Century. 2008, San Diego: Academic Press, 2
A Dictionary of Epidemiology. Edited by: Last J. 2001, Oxford: Oxford University Press, 4
Morabia A: A History of Epidemiologic Methods and Concepts. 2004, Basel: Birkhauser Verlag
Zhang F, Michaels D, Mathema B, Kauchali S, Chatterjee A, Ferris D: Evolution of epidemiologic methods and concepts in selected textbooks of the 20th century. Soc Prev Med. 2004, 49 (2): 97-104. 10.1007/s00038-004-3117-8.
The pre-publication history for this paper can be accessed here:http://www.biomedcentral.com/1471-2458/14/139/prepub
This study was supported by a Medical Research Council PhD studentship provided to the corresponding author between the years 2006 and 2010.
The authors declare that they have no competing interests.
HG conducted the review and drafted the manuscript, JP conceived of the idea and helped draft and edit the manuscript. Both authors read and approved the final manuscript.
About this article
Cite this article
Gouda, H.N., Powles, J.W. The science of epidemiology and the methods needed for public health assessments: a review of epidemiology textbooks. BMC Public Health 14, 139 (2014). https://doi.org/10.1186/1471-2458-14-139