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Exploring Contribution Analysis

The growing discussion and use of contribution analysis, an evaluative methodology for determining causality developed by John Mayne in 2001, in the evaluation of international assistance holds promise in its application in assessing the outcomes and impacts of peacebuilding initiatives.

Two recent papers by 3ie and DFID have outlined and extended the range of approaches and methods for impact evaluation. Included among these is a contribution analysis approach to attribution of cause and effect in evaluation.

Direct attribution of cause and effect is difficult in peacebuilding for a variety of reasons: intangibility of results, complex causal chains of what is oft long-term change, and the complexity and interconnectedness of the range of issues and environments in which we work. Furthermore, the applicability of experimental and quasi-experimental methods and approaches is still being debated with as of yet no clear consensus. In light of these trends, peacebuilders have been searching for evaluation approaches that are not only capable of capturing results, but which also resonate with the common worldview that many peacebuilders share: that peace is a collective, long term effort.

What is it?

Contribution analysis is an evaluation approach to determining the extent to which a program contributed to observable outcomes and impacts in the environment. It does not seek direct attribution of cause-effect.  

Rather, contribution analysis collects evidence on a specific circumscribed causal issue (i.e., a specific outcome or impact based on a specific theory of change) and develops multiple explanations for the evidenced change. These explanations are then weighed according to their plausibility, strength of evidence, and strength of logical linkage to the theory of change in a participatory manner that includes input from beneficiaries and other stakeholders. Cumulatively, the chosen and plausible explanations constitute a ‘contribution story’ that outlines which links in the results chain are strong and which are weak, the overall credibility of the story (does the pattern of results and links validate the results chain?), whether or not stakeholders agree with the story and observed results, and the main weaknesses of the story.

The contribution story results in a determination of the extent to which a program did or did not contribute to observed changes and therefore the validity of the theory that the program embodies.  

There are six essential steps in contribution analysis:

Identify the causal issue to be addressed. For example, which level of outcome or impact is sought, at the micro, meso or macro levels? This matters, as a program could be found to have contributed to, for example, ethnic relations at the community level, but found to not have contributed at the national level. This also requires exploring the extent to which contribution is expected, and the identification of other key influencing factors on the outcomes.  

Identify and/or develop a theory of change, assumptions and risks. As a theory-based approach to evaluation, contribution analysis requires the identification, and agreement amongst key actors and stakeholders, of a plausible theory of change, its assumptions and their associated risks. Here, the evaluator needs to determine the level of expected contribution made by a program and it can be useful to determine the program’s ‘circles of influence’ (Montague, et al., 2002):

  • “direct control—where the programme has fairly direct control of the results, typically at the output level;
  • direct influence—where the programme has a direct influence on the expected results, such as the reactions and behaviours of its clients through direct contact, typically the immediate outcomes and perhaps some intermediate outcomes;
  • indirect influence—where the programme can exert significantly less influence on the expected results due to its lack of direct contact with those involved and/or the significant influence of other factors.”1

It’s also necessary to identify the roles of other influencing factors and rival explanations for why the observed change occurred. Based on these factors, the evaluator can determine the extent to which the theory of change is contested in this particular instance.

Gather evidence to assess the strengths and weaknesses of the links in the theory of change. Evidence can be gathered from a range of sources for: the observed results; for each of the links in the results chain; for other influencing factors; and, for rival explanations. As a mixed-methods approach, many data collection tools can be utilized to support contribution analysis, but critically, should include monitoring and project design data.

Assemble and assess the contribution claim. Here the evaluator begins to develop the contribution story that explains how a program contributed to certain observed results. The quality of the story should be assessed based on the strengths and weaknesses of the postulated theory of change in light of the available evidence, the relevance and strengths of other influencing factors, and the relevance and strength of the evidence gathered to support rival explanations.

Seek out additional evidence. Additional evidence for the contribution story should be identified and sought based on the assessment of the initial contribution story.

Revise and strengthen contribution story. New evidence collected in the previous step is incorporated into the contribution story. Steps four through six should then be repeated until a plausible contribution story can be constructed and agreed upon.

Contribution Analysis in Peacebuilding: More Exploration Needed

If you subscribe to the Sage journal publication ‘Evaluation’, you will have seen that the entire July issue is dedicated to contribution analysis. There are some very worthwhile articles in this special issue, and if any of the issues in this blog sound interesting, I strongly encourage you to find a way to get access to the journal because as a field, we need to do more to grapple with this approach and its applicability. Blogs such as this do wonders for introducing a topic, but are limited in promoting in-depth analytical exploration of and dialogue on this methodology.

So, what needs to be done? First we need organizations and donors willing to test out this approach and provide some thought leadership in applying this methodology to our work. This involves short pieces like this, providing an introductory overview of the topic. But we also need in-depth exploration of what the methodology looks like, tool development, and serious thought on what contributions are plausible and valid in a particular context for a particular type of project, and identifying the implications of these conclusions for the design, monitoring and evaluation of projects using contribution analysis: do we need to be using nested logframes to recognize complexity in the design phase, if so under which conditions?; do we also need to develop implementation theories of change in addition to the action theory of change—to what extent and under what conditions does one effect the other?; etc.

And of course, actions must follow thought, and for that we need to budget an appropriate amount to conduct a contribution analysis well (which means hiring evaluators with experience in this methodology, which again comes back to funding).

The increasing exploration of contribution analysis in international development holds promise for peacebuilding evaluation. We should not underestimate the value of learning from other fields’ experiences with new and emerging evaluation approaches and methods, but nor should this replace our own research and critical thinking.

Jonathan White manages the Learning Portal for DM&E for Peacebuilding at Search for Common Ground. Views expressed herein do not represent SFCG, the Learning Portal or its partners or affiliates

  • 1. John Mayne, “Contribution analysis: an approach to exploring cause and effect,” ILACT Brief 16, May 2008.

Impressive post Jonathan. Very accessible and interesting explanation of abstract concepts.

Thank you for your comments Dr. Ojha. I agree with your comments that the approach requires more research. As I was digging through existing literature, I was taken aback at how little this approach has been developed beyond its initiator, John Mayne. From my understanding of the approach, which is outlined in the blog above, this is a methodology that should resonate quite well with those who take a more complexity-oriented worldview to work in social change. 

CA definitely needs greater exploration by all fields that would seek to apply it, and it is essential that we learn from each other in this process of discovering, developing and refining this approach. I also wonder if statistical approaches, which I will admit I am not very familiar with, could be applied to discover the extent to which one can state (margin of error) a project/program contributed to an outcome. 

I wonder, Dr. Ojha, if it is possible to read your contribution analysis evaluation of the UNGEI program you mentioned? I would be quite interested to see how you applied this approach, and if you have any further reflections on what specifically within the CA approach needs further development. 

Regards,

Jonathan

Dear Jonathan,

I am glad to see the posting on contribution annalysis at the Learning portal for DM&E for Peace Building. Like you, I also think contribution analysis to be one of the approaches useful for assessing a result that has brought by efforts of different stakeholders. The outcomes in social sector such as peace building, education, health, security and the like are generally acheived with direct or indirect influence of several efforts from multiple agencies. Therefore, we cannot assume that a single intervention would cause the effect/outcome of complex nature. Here, contribution analysis could be an additional option.

I and four other members used contribution analysis approach in assessing the contribution of UNGEI partnership to the achievement of girls' education. We used the framework as suggested by John Mayne. I found this approach doable and useful though it requires more reiterative engagement of the evaluator with stakeholders to bring consensus among them of their respective portion of share in the outcome. 

I am now more inclined toward this approach as it has the power to assess the extent of contribution of particular intervention to the specific outcome more realistically.

However, the contribution analysis is a new approach. Literature on this is scanty. I think this approach requires more research. I will be delighted to be in a research team if such opportunity prevails.