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Development of the European Healthcare and Social Cost Database (EU HCSCD) for use in economic evaluation of healthcare programs
BMC Health Services Research volume 22, Article number: 405 (2022)
Costs are one of the critical factors for the transferability of the results in health technology assessment and economic evaluation. The objective is to develop a cost database at the European level to facilitate cross-border cost comparisons in different settings and explains the factors that lead to differences in healthcare costs in different countries, taking into account the differences between health systems and other factors.
The core of the database is compounded of three main categories (primary resources, composite goods and services, and complex processes and interventions) organized into 13 subcategories. A number of elements providing as detailed information of unit cost as possible were identified in order to mitigate the problem of comparability. Consortium partners validated both the database structure and selected costing items.
Twenty-seven costing items included in the EU HCSCD resulted in 1450 unit costs when taking into account all item subtypes and countries. Cross-country differences in costs are driven by the type of resources included in the costing items (e.g., overhead costs in case of complex processes and interventions) or by the variety of existing brands and/or models and the type of unit value in most of the primary resources.
The EU HCSCD is the only public unit healthcare and social cost database at European level that gather data on unit costs and explains differences in costs across countries. Its maintenance and regular data updating will enable establishing specific systems for generating and recording information that will meet many of its current limitations.
Economic evaluations (EE) are recognised as a key element of priority setting decisions in Health Technology Assessment. EE should be an unbiased and transparent exercise, and should address issues of generalizability (the degree to which the results of an observation hold true in other settings)  and transferability (designing and reporting evaluations in such a way that at least some components can be reusable in other settings) . Transferability can be greatly enhanced by following good practice by estimating and reporting units of resources separately from the unit monetary values −price or unit cost− of those resources.
Hence accurate unit costs are essential inputs for economic evaluations. Unit cost data are available from multitudinous sources, for example: previous literature, national databases, healthcare provider administrative or billing systems, or expert opinion. This diversity of sources can make interpretation and generalizability of economic evaluations challenging. The unit costs of similar-seeming resource items may vary, for example, due to differences in the definition of the unit of activity, the quantity, quality or mix of resource inputs used in providing a service or activity, average price levels across countries and across time, fluctuations in currency exchange rates, or cost-accounting methodology . HTA evaluations need to be adjusted to circumstances in each national (or even regional) context, and sponsors of health technologies or other researchers often attempt to construct transferable evaluations that can be adjusted across countries and jurisdictions, rather than starting a new analysis from scratch .
To address these issues, the European Healthcare and Social Cost Database (EU HCSCD)  for use in Health Technology Assessment (HTA) across countries has been developed. The remit of EU HCSCD is to provide a freely-available dataset of unit costs of commonly used healthcare resource items across European countries, and builds on previous European-wide projects HealthBASKET  and EuroDRG . Existing cross-country unit cost databases require a fee , or are designed for strategic health planning in low and middle-income countries (the OneHealth Tool ).
Hence the EU HCSCD meets an unmet need among researchers, and it is expected to provide several benefits. First, the EU HCSCD will improve transferability by making it easier to carry out multi-country studies and to adapt economic evaluation studies from country to country, hence saving human resources time and expense in the task of finding appropriate healthcare and social unit costs. Second, the database has information not only on the unit cost, but also describes how that item was constructed or estimated in a common format. This information may help researchers explore and explain variation in unit costs between and within countries. Will improve transparency by presenting unit costs estimated in different countries in a common format, allowing any variation in unit costs to be explored and explained. Third, the availability of this detailed cross-country resource may help national data producers (such as those responsible for Diagnostic Resource Groups) identify strengths and weaknesses in their costing methodology and, over time, may promote the standardization and improvement of these sources .
The EU HCSCD includes both healthcare and social (non-healthcare and productivity) costs. This paper describes the construction and content of the healthcare unit costs module, which was developed in the work package ‘Developing a costing methodology and a core dataset of costs for facilitating cross border comparisons in economic evaluations’ of the IMPACT-HTA project (No 779312) .
Construction and content
Structure of the EU HCSCD
The unit costs in the database are classified into three main categories: primary resources (those that cannot be further divided into smaller units, such as cost per hour of professionals or prices of medicines), composite goods and services (bundles of several primary resources that are consumed jointly, such as a day in a hospital ward, or an outpatient visit), and complex processes and interventions (units of activity that aggregate diverse types of resources, such as medical interventions and surgical procedures). Table 1 provides an overview of the categories, subcategories of the 27 items currently listed in the EU HCSCD. Each item may have several fields corresponding to the sources available in each country.
Fields describing the EU HCSCD costing items
Ensuring comparability consists of collecting as detailed information on costing methodologies used to estimate cost of each item included in the EU HCSCD as possible. This means the knowledge about what resources are included in the cost, how were the resources estimated and how was the unit cost calculated and assigned to the resources. In the long term, the comparability can only be attained if all countries/institutions use the same accounting methodology. However, the unit values applied at present have different origins, not only cost accounting from health care organization, but also market prices, tariffs, public prices, etc. Therefore, all the fields described below have been included in the cost database to mitigate the problems of comparability (Table 2).
Searches were carried out on the health organizations’ websites (e.g., EUnetHTA, NHS England, European Observatory on Health Systems and Policies, Department of Health (London), Centre of Health Economics (University of York), etc.) and the most prevalent diseases worldwide were checked in order to decide which costing items (interventions, medicines, medical devices, etc.) are among the most used in economic evaluations and, therefore, should be included in the beta version of the database. At least one costing item was selected within each costing subcategory. Thus, 27 costing items were included in the EU HCSCD, which resulted in 1450 costs when 9 countries (England, France, Germany, Italy, Poland, Portugal, Slovenia, Spain and Sweden) and all item subtypes were taken into account . The next step consisted of identifying official cost databases containing these items and any accompanying publicly available documents describing the cost-accounting methodology used to construct them. These were obtained from websites of health authorities and health ministries in each country. These sources of material are listed in Supplementary Material.
Validation of data
The consortium partners (London School of Economics, Bocconi University of Milan, Institute for Economic Research of Slovenia, Assistance Hôpitaux Publique de Paris (AP-HP), Instituto Superior Técnico (IST) of Portugal, Dental and Pharmaceutical Benefits Agency (TLV) of Sweden, Agency for Health Technology Assessement and Tariff System (AOTMiT) of Poland and University of Bielefeld of Germany) verified this material and provided references to any additional relevant databases and documentation. All documentation was translated to English with the assistance of online tools and consortium partners. An online workshop was organized at the end of October 2019 where one consortium partner from each country explained the functioning of their respective national database and provided any comments on the costing methodology. Consortium partners checked and validated the final selection of data items before inclusion in the EU HCSCD.
Annual rate of change in average price levels in the country
We updated values to 2019 prices using Gross Domestic Product (GDP) deflator  and Consumer Price Index (CPI)  for each country. The WHO-CHOICE guide to cost-effectiveness analysis recommended using GDP price deflators (with the CPI measure being the next best alternative) [19, 20]. GDP deflator or CPI are used to update prices and costs to the current year in the local currency.
Conversion of local price into euros
The conversion is based on rates taken from the European Central Bank webpage  and is made as follows. The unit price of a particular medical procedure corresponding to let us say England year 2014 is introduced in the database in local currency, in this case in British pound. The conversion to euros is made according to the last conversion rate introduced in the database for the same year, which is the last day of December. In case in some country a cost of a current year needs to be introduced in the EU HCSCD, the conversion rate of that country corresponds to 1st January of the same year. At the end of the year, this conversion rate is updated to the last day of the same year and all costs corresponding to that year are automatically updated. Note that local price and price in euro refer to the same year.
Access and use of the database
The free-access database is available at https://www.easp.es/Impact-Hta/default . There are two options: healthcare cost and social cost. Click on healthcare cost and then click on ‘Go to the Cost Database’. Three searching strategies have been defined: basic search, view all costs and advanced search. Basic search consists of searching the typed word across the field ‘Item’. E.g., if a user types ‘general practitioner’, the database will report all the items containing ‘general practitioner’. Together with the searched item, seven additional fields are displayed: Item subtype, Unit of measurement, Year, Country, Price in euro, Price in euro (GDP Deflator applied) and Price in euro (CPI applied). All the information regarding a particular costing item is displayed after clicking on the button ‘view’. This has to be done for item separately. To visualize all the information for all the items found, the users can select all these items and then click on ‘export csv’. The search option ‘view all costs’ allows users to visualize all costs introduced into the database. The modality ‘advanced search’ is suitable for those users who want to search across the particular fields of interest. By clicking on ‘advanced search’, all the fields related to a particular cost item are displayed.
Maintenance of the database
Amplifying the number of costing items and updating the costs in the future years are issues that need to be discussed. Even though all the costs can be updated with GDP deflator or CPI in future years; this would be futile and would quickly make the database irrelevant. The only way the database will remain relevant is if the costs are substitutes by their actual values from the actual source data each time they are updated in the original sources. Even the funding from the European Union’s Horizon 2020 research and innovation program (grant agreement No 779312) expired by the end of June 2021, there is still a need of having such a database. The team members are currently searching for more funding in order to maintain the database. If funding becomes available, all users would propose amendments (e.g., updates to items or additional items). Those users that apply for it (ideally a couple of them from different countries) will have the power to submit the data to the database. The principal administrator (a person from the IMPACT-HTA project team) will be in charge of revising them and making the updates periodically. All changes will be notified to the users by email. Those users wishing to be in the mail list can send an email to the Principal Investigator Professor Jaime Espín (email@example.com). Each time a new item is proposed, subscribed users will receive a notification on searching for that item in their country and send it to the above contact. Once this new item is introduced into the database, the users will receive a notification. In the absence of financing, the authors propose that a community of volunteers (users) through a model of open collaboration maintains the database.
This is a Beta version, which is being released now for testing and feedback from the health economic community to inform further development and maintenance, therefore any comments and suggestions from users are welcomed. Anyone is free to use the data without restriction, but are asked to cite this article.
Strengths and limitations
The EU HSCSD has been constructed with the aim of improving transparency, generalizability and transferability of economic evaluations. This resource should help researchers to find unit cost data quickly, cheaply and accurately. It has been developed with a user-friendly design and is relatively simple to manage and update. Where current year data are unavailable, it updates costs using CPI and GDP deflators . Links are provided to the original sources of information. Therefore, even if a researcher needs data for some item that has not been introduced into the database so far, he or she can find it in the original source. The EU HCSCD also provide an useful input for standardized unit cost templates for a multi-sectoral service and resource use measurement instrument developed as part of PECUNIA project to ensure cross-country comparability and transferability .
Unit cost data have several limitations that need to be borne in mind when comparing values across countries or considering which values are appropriate as inputs to economic evaluations. As described elsewhere [23, 24], not all countries provide official unit costs for all items, and few countries provide transparent documentation on which types of resources are included in the total cost or how those values were estimated.
Many ‘primary resources’ are likely to be defined in a fairly standard way across countries, for example: medicines by name and composition, devices by manufacturer and model. Healthcare professionals may be more complicated. Health professionals of the same grade may have quite different functions, for example, in some countries; a senior doctor has a dedicated percentage of time for administration, travel or research, but not in other countries. In some countries, nurses can take senior roles (for example, the “consultant nurse” in the United Kingdom), in other countries their role is more restricted. Other variation arises in the unit of measurement of the source (for example: cost per hour, mean cost per patient per year) or type of expenses included (for example: travel or training). Salaries in the health service may not be “market prices” (that is, reflecting relative scarcity) but are often determined by other factors, such as labour union negotiations, national legislation, workers’ seniority, and so on [25,26,27,28].
Regarding accessibility of cost data, current databases of official prices of medicines were found in each country, though with some heterogeneity in definition. The official “public” price is published in England, France, Poland, Portugal and Sweden. In Germany, Spain and Slovenia, the reference price is published, while in Italy, it is the ex-factory price . Costs of medical devices, health products and disposables were more difficult to obtain and the data available were rarely up-to-date. The comparison of costs of medicines, medical devices and health products is hampered by the variety of brands and models. The prices quoted for medical devices and health products included leasing price, ex-factory price, public price, purchase price, reference price and wholesale price.
‘Complex processes and interventions’ refers to inpatient and ambulatory surgical procedures. In some countries, costs of ambulatory procedures can be found in the same database as hospital admissions. For example, in England some ambulatory procedures are classified as Diagnosis-Related Groups (DRGs) (where they are called “day-case admissions”) or, as in Sweden, there is a close relationship between DRG costs and costs of ambulatory procedures. In some countries, tariffs are published for ambulatory procedures, but not costs (Portugal, Italy, Spain). In Italy, tariffs are published at national and provincial levels, while in Spain, there are only provincial tariffs. In France, Germany, Poland and Slovenia, some ambulatory procedures have DRG costs, while others are only attributed a tariff.
The methodology of costing DRGs is often reasonably well documented, though there are some gaps and uncertainties, especially around the treatment of overheads . It is usually less clear how the costs or tariffs of other types of composite services and complex interventions were calculated and what resources were included. For example, a laboratory test is a service that includes some consumables, along with laboratory technician time, administration, communication of results to the patient, etc. The tariff for a given test (for example, a creatine test) might vary depending on whether it is provided in a hospital or in a primary care clinic. Another example is an outpatient consultation. The cost or tariff may vary, depending on where it takes place, whether tests and treatments are included or not, and the type of professional. The cost of an ambulance service attendance may differ across countries because of the unit of measurement (per journey, per intervention, per kilometre, per patient/year, per mobile unit/year, per hour), or the type of service (urban, interurban, transport for dialysis, and so on). The cost of radiographic imaging may depend on the duration, whether contrast was used, the number of areas, whether the patient accessed directly to the service or was referred by his or her primary care doctor and so on.
The EU HCSCD is the only public unit healthcare and social cost database at European level. The project team are actively working towards setting up a stable consortium responsible for improving, updating and ensuring the continuity of the EU HCSCD. National governments or statistical agencies should review their costing methods in healthcare and ensure that they meet best practice [30, 31]. We also recommend the creation of a European Union Task Force to periodically revise national healthcare classification and costing methodologies at EU level and work towards harmonization and standardization where possible.
Availability of data and materials
All data are available at https://www.easp.es/Impact-Hta/.
- EU HCSCD:
European Healthcare and Social Cost Database
Health Technology Assessment
Gross Domestic Product
Consumer Price Index
Sculpher M, Pang F, Manca A, Drummond M, Golder S, Urdahl H, et al. Generalisability in economic evaluation studies in healthcare: a review and case studies. Health Technol Assess (Rockv). 2004. https://doi.org/10.3310/hta8490.
Drummond M, Manca A, Sculpher M. Increasing the generalizability of economic evaluations: recommendations for the design, analysis, and reporting of studies. Int J Technol Assess Health Care. 2005;21(2):165–71.
Swedish Council on Health Technology Assessment (SBU) / Sweden. Methods for health economic evaluations. European Network for Health Technology Assessment. 2015. https://www.eunethta.eu/wp-content/uploads/2018/03/Methods_for_health_economic_evaluations.pdf. Accessed 1 Mar 2022.
García-Mochón L, Rovira Forns J, Espin J. Cost transferability problems in economic evaluation as a framework for an European health care and social costs database. Cost Eff Resour Alloc. 2021;19(1):1–13. https://doi.org/10.1186/s12962-021-00294-4.
European healthcare and social cost database. https://www.easp.es/Impact-Hta/default. Accessed 16 Sep 2020.
HealthBASKET. European Health Management Association. 2007. https://ehma.org/projects/past-projects/healthbasket/. Acessed 17 Mar 2021.
EuroDRG. Diagnosis-Related Groups in Europe: Towards Efficiency and Quality. https://eurodrg.projects.tu-berlin.de/wiki/doku.php. Accessed 4 May 2021.
Oblikue Consulting. eSalud - Información económica del sector sanitario. http://esalud.oblikue.com/. Accessed 4 May 2022.
Health Systems Financing and Governance Department. OneHealth Tool: World Health Organization; 2013. https://avenirhealth.org/software-onehealth.php. Accessed 24 Jan 2022
IMPACT-HTA Improved methods and actionable tools for enhancing HTA. https://www.impact-hta.eu/. Accessed 16 Jun 2021.
Study Group 1 of the Global Harmonization Task Force. Definition of the Terms ‘Medical Device’ and ‘In Vitro Diagnostic (IVD) Medical Device’. In: Final Document: Global Harmonization Task Force; 2012. https://www.imdrf.org/sites/default/files/docs/ghtf/final/sg1/technical-docs/ghtf-sg1-n071-2012-definition-of-terms-120516.pdf#search=%22ghtfdefinition%20?Medical%20Device?%202012%22. Accessed 19 Apr 2021.
Kaur M, Hall S. Medical supplies and equipment for primary health care. A practical resource for procurement and management: ECHO International Health Services Ltd; 2001. http://www.frankshospitalworkshop.com/organisation/management_documents/Medical%20Supplies%20and%20Equipment%20for%20Primary%20Health%20Care%20-%20ECHO.pdf. Accessed 14 March 2022
ECRI Institute. https://www.ecri.org/library/. Accessed 8 Jan 2021.
Diagnostic Test or Diagnostic Study Definition. SPINE-health. https://www.spine-health.com/glossary/diagnostic-test-or-diagnostic-study. Accessed 9 Jan 2021.
Rakel RE. Therapeutics. Encyclopaedia britannica https://www.britannica.com/science/therapeutics. Accessed 9 Jan 2021.
Martin E, McFerran T. A dictionary of nursing. 5th ed: Oxford University Press; 2014.
Inflation, GDP deflator (annual %). The World Bank. 2020. https://data.worldbank.org/indicator/NY.GDP.DEFL.KD.ZG?view=chart. Accessed 21 Apr 2020.
Inflation (CPI). OECD. https://data.oecd.org/price/inflation-cpi.htm. Accessed 6 Apr 2021.
Turner HC, Lauer JA, Tran BX, Teerawattananon Y, Jit M. Adjusting for inflation and currency changes within health economic studies. Value Heal. 2019;22(9):1026–32. https://doi.org/10.1016/j.jval.2019.03.021.
Tan-Torres Edejer T, Baltussen R, Adam T, Hutubessy R, Acharya A, Evans DB, et al. Making choices in health: WHO guide to cost-effectiveness analysis: World Health Organization; 2003. https://www.who.int/choice/publications/p_2003_generalised_cea.pdf
Euro foreign exchange reference rates. European Central Bank. 2020. https://www.ecb.europa.eu/stats/policy_and_exchange_rates/euro_reference_exchange_rates/html/index.en.html. Accessed 12 Dec 2021.
Mayer S, Fischer C, Simon J. PECUNIA reference unit costing templates for health, social care services and other services. 2020. https://zenodo.org/record/4279100#.YH0ujOjHw2w
Špacírová Z, Epstein D, Espín J. Are costs derived from diagnosis-related groups suitable for use in economic evaluations? A comparison across nine European countries in the European healthcare and social cost database. Eur J Health Econ. 2022. https://doi.org/10.1007/s10198-022-01444-y.
Olry de Labry Lima A, Špacírová Z, Espín J. Description of day case costs and tariffs of cataract surgery from a sample of nine European countries. Cost Eff Resour Alloc. 2022;20(1):1–7. https://doi.org/10.1186/s12962-022-00346-3.
Lifschitz E, del Llano J, Rovira J, González B, Magro F. Remuneraciones de los médicos en la Unión Europea, España y Comunidades Autonómas: Análisis comparativo. 2020. https://es.scribd.com/document/508398328/1-Remuneracio-n-de-los-me-dicos-UE-Espan-a-CCAA-2020
Contratto Collettivo Integrativo Aziendale (CCIA) 2018 della Fondazione IRCCS San Matteo relativo al CCNL del Comparto Sanità 2016–2018. UILFPL Pavia. http://uilfplpavia.it/fs/1/2/16/1204/4_ipotesi_ccia_firmato_2018_-_18-12-2018.pdf. Accessed 7 Oct 2021.
Sindicato Independente dos Médicos. https://www.simedicos.pt/fotos/editor2/ficheiros/tabela_salarial_2019.pdf. Accessed 22 Oct 2021.
Dormont B, Samson A-L. Does it pay to be a general practitioner in France? Ann Econ Stat. 2015;119/120:149–178. https://doi.org/10.15609/annaeconstat2009.119-120.149
Mattingly J. Understanding drug pricing. US Pharm. 2012;37(6):40–5.
NHS Costing Manual. Department of Health. 2012. https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/216427/dh_132398.pdf. Accessed 20 Sep 2021.
Brown S, Strain H. Costing healthcare in Germany. Report of a meeting between INEK, the HFMA and Monitor. 2015. https://www.hfma.org.uk/docs/default-source/default-document-library/costing-healthcare-in-germany.pdf?sfvrsn=d1c6b4e4_0. Accessed 10 Mar 2022.
The authors are very thankful to Emilia Ramos-Galera for software development of the database.
This study has received funding from the European Union’s Horizon 2020 research and innovation programme under Grant agreement no. 779312.
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Espín, J., Špacírová, Z., Rovira, J. et al. Development of the European Healthcare and Social Cost Database (EU HCSCD) for use in economic evaluation of healthcare programs. BMC Health Serv Res 22, 405 (2022). https://doi.org/10.1186/s12913-022-07791-z
- Economic evaluation
- Costing methodology