Concept Architecture
Concept
Theoretically, the Efficiency Frontier is the set of healthcare interventions that provide the greatest achievable health benefit for each level of resource expenditure, such that no intervention on the frontier can be improved in terms of cost or effectiveness without worsening the other. It is founded on the principles of economic efficiency, opportunity cost and Pareto efficiency, and exists to identify the efficient allocation of healthcare resources by excluding dominated alternatives.
Mathematically, the Efficiency Frontier is represented by the boundary formed by non-dominated interventions in cost-effectiveness space. The frontier is constructed by ordering interventions according to effectiveness, removing strictly and extendedly dominated alternatives, and connecting the remaining interventions. The slope of each segment corresponds to the Incremental Cost-Effectiveness Ratio (ICER) between adjacent interventions.
In practice, the Efficiency Frontier is constructed during economic evaluation by comparing the costs and health outcomes of competing interventions. It is used in health technology assessment to identify efficient treatment options, evaluate incremental value for money and support reimbursement and resource allocation decisions.
Purpose
Used to identify economically efficient healthcare interventions, eliminate dominated alternatives, support incremental cost-effectiveness analysis, inform health technology assessment, and guide healthcare resource allocation.
Mathematical Formulae
Primary Formula
There is no universally recognised canonical mathematical formula.
Supporting Formulae
ICER = ?C / ?E
where:
- ?C = incremental cost
- ?E = incremental effectiveness
?C = C? ? C???
?E = E? ? E???
Related Mathematical Methods
- Incremental Cost-Effectiveness Ratio (ICER)
- Dominance analysis
- Extended dominance
- Cost-Effectiveness Frontier
- Cost-Effectiveness Plane
- Incremental analysis
Example
Five treatment options are compared.
| Intervention | Cost (�) | QALYs |
|---|---|---|
| A | 5,000 | 2.0 |
| B | 8,000 | 2.8 |
| C | 9,500 | 2.7 |
| D | 12,000 | 3.4 |
| E | 17,000 | 3.8 |
Intervention C is removed because it is dominated. The Efficiency Frontier is formed by interventions A, B, D and E. Sequential ICERs are calculated only between adjacent interventions on the frontier to determine which interventions remain economically efficient.
Excel Implementation
| Function | Example Formula | Health Economics Application |
|---|---|---|
| SORT | =SORT(A2:C6,3,1) | Orders interventions by effectiveness before frontier construction. |
| IF | =IF(AND(B3>B2,C3<=C2),""Dominated"",""Retain"") | Identifies strictly dominated interventions. |
| FILTER | =FILTER(A2:C6,D2:D6=""Retain"") | Returns interventions forming the efficiency frontier. |
| INDEX | =(INDEX(B:B,ROW())-INDEX(B:B,ROW()-1))/(INDEX(C:C,ROW())-INDEX(C:C,ROW()-1)) | Calculates sequential ICERs between adjacent frontier interventions. |
VBA (Optional)
Automate identification of dominated interventions, construction of the efficiency frontier and calculation of sequential ICERs for all retained interventions.
Sources
- Drummond MF, Sculpher MJ, Claxton K, Stoddart GL, Torrance GW. Methods for the Economic Evaluation of Health Care Programmes. Oxford University Press.
- Briggs A, Claxton K, Sculpher M. Decision Modelling for Health Economic Evaluation. Oxford University Press.
- Gold MR, Siegel JE, Russell LB, Weinstein MC. Cost-Effectiveness in Health and Medicine. Oxford University Press.
- NICE. Health Technology Evaluation Manual.
- Fenwick E, Claxton K, Sculpher M. Representing uncertainty: the role of cost-effectiveness acceptability curves. Health Economics. 2001.
Related Concepts (2)
Institutional Perspectives (1)
- IQWiG
Indication-Specific Efficiency Frontier Sets the Maximum Reimbursable Price
When a formal cost-benefit assessment is undertaken, IQWiG uses an efficiency-frontier method rather than a fixed cross-indication threshold: existing interventions in the same indication are plotted with net cost on one axis and value of benefit on the other, the non-dominated options are linked to form the efficiency frontier, and the maximum reimbursable price for a new drug is inferred from its position relative to that frontier (its willingness-to-pay is indication-specific, derived from the slope of the frontier / the "proportional rule").
IQWiG, General Methods; Caro et al., efficiency frontier approach (Health Economics, 2010)View source →
Library
Publications
1
Applied Methods of Cost-Effectiveness Analysis in Healthcare — Gray, Clarke, Wolstenholme & Wordsworth, 1st Edition ed., 2011 (Oxford University Press)
A practical, worked-example guide to conducting cost-effectiveness analysis, structured around outcomes, costs, modelling with decision trees and Markov models, and presenting results. Volume 3 in the Handbooks in Health Economic Evaluation series, developed from the University of Oxford course.
BookView source →
Frequently Asked Questions (6)
What is an efficiency frontier?
The boundary formed by non-dominated interventions plotted by cost and effect, showing the best attainable outcome at each level of spending.
Source: Black 1990
How is an efficiency frontier constructed?
Options are plotted with effect on one axis and cost on the other. Any option costing more and producing less than another is removed as dominated. Any option lying above the line joining two others is removed as extendedly dominated, since a combination of those two would deliver more health for the same outlay. The remaining options are joined in order of increasing effect, and the resulting boundary shows the best attainable outcome at each level of spending. Options lying on the frontier are described as efficient in the narrow sense that no other available option or combination delivers more health for the same outlay, which says nothing about whether any of them is worth funding.
Source: Black 1990
What does the slope of an efficiency frontier mean?
Each segment's slope is the incremental cost-effectiveness ratio between the two options it connects, so the frontier displays the whole sequence of ratios geometrically. Because dominated and extendedly dominated options have been removed, the slope rises at every step, meaning each further increment of health costs more than the last. Where the slope exceeds the threshold, moving further along the frontier is no longer worthwhile, which identifies the option to choose. This is why the frontier is read from the bottom upward, moving to the next option only while the additional cost per unit of health remains acceptable.
Source: Drummond et al. 2015
Why must options on an efficiency frontier be mutually exclusive?
Because the construction assumes only one will be chosen, so that selecting a point means forgoing the others. Where options are independent and could all be funded, dominance in this sense does not apply, and the correct procedure ranks them by their individual ratios and funds downward until the budget is exhausted. Applying frontier logic to independent options discards alternatives that should have been assessed on their own merits. Independent options are also assessed differently in another respect, since adopting several of them together is possible and the frontier construction has no way to represent that.
Source: Drummond et al. 2015
How is an efficiency frontier used in appraisal?
It identifies which options remain candidates and what each successive improvement costs, which turns a set of pairwise comparisons into a single ordered picture. Some appraisal frameworks use it to establish the price at which a new treatment would sit on the frontier for its indication, working backwards from the ratios of existing options rather than applying an external threshold. That approach makes the comparison internal to the therapeutic area rather than across the whole system. Using the frontier this way makes the standard internal to the therapeutic area, which avoids relying on a threshold and imports whatever inefficiency the existing options embody.
Source: Black 1990
What are the limitations of an efficiency frontier?
It is drawn from point estimates and shows nothing of the uncertainty around them, so an option removed as dominated may not be dominated once distributions are considered. Extended dominance assumes options can be mixed in any proportion, which real treatments rarely permit. And it collapses all health into a single measure, so options differing in the kind of benefit they produce appear directly comparable when they may not be. Presenting the scatter from probabilistic analysis alongside the frontier is the usual response, since it shows how firmly each option's position is established.
Source: Briggs, Claxton & Sculpher 2006
Trust Record
Verified by Dr Darrin Baines
British health economist
Professional identity: darrinbaines.org
Verification date: 6 Aug 2025
Content version: 1.0.0
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- Persistent URI
- https://healtheconomics.wiki/concept/efficiency-frontier
- Term code
- HE-EE-CEA-024
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