Leadership Development Evaluation Handbook First Draft – August 2005 Theory of Change Approach to Leadership Development Evaluation Manuel Gutiérrez & Tania Tasse 1 Theory of Change Approach to Leadership Development Evaluation Manuel Gutiérrez and Tania Tasse OMG Center for Collaborative Learning Background of Theory of Change Evaluation The theory of change approach to evaluation gained popularity and wide acceptance in the 1990’s through its innovative use in the evaluation of comprehensive community initiatives. Given the inherent complexity of these initiatives – they are typically neighborhood-based and seek multiple-level outcomes across several programmatic areas – evaluators found serious limitations in traditional evaluation approaches and were forced to come up with other approaches that would be suitable for its application to these initiatives. The work of the Aspen Institute Roundtable on Comprehensive Community Initiatives for Children and Families was extremely important in legitimizing and expanding the understanding of the applicability and limitations of the theory of change evaluation approach (see Connell, Kubisch, Shorr, and Weiss, 1995; Fulbright-Anderson, Kubisch, and Connell, 1998). Notably, the Aspen Roundtable provided a forum for funders, evaluators, and 2 practitioners to refine the approach by sharing tools and lessons learned from conducting theory of change evaluations. The basic description of a theory of change approach to evaluation was defined by Carol Weiss in her seminal paper, Nothing as practical as good theory, included in the first Aspen Institute Roundtable publication on the evaluation of community change initiatives(Weiss, 1995). Essentially, Weiss proposed that a theory of change approach requires that the designers of an initiative articulate the premises, assumptions, and hypotheses that might explain the how, when, and why of “the processes of change”. As part of this approach, designers and key stakeholders are asked to identify key programmatic elements and to indicate how these interventions might lead to the anticipated short-term, intermediate, and long-term outcomes. This process is commonly referred to as articulating an initiative’s or a program’s theory of change. Once the theory of change is made explicit, then it becomes possible for the evaluator to test the assumptions that underlie the initiative or program and to assess its outcomes. 3 Distinction between Theory of Change and Logic Models Logic models have been used in planning and evaluation for a long time, preceding the popularization of theory of change evaluation. However, they have gained increased attention in the evaluation field, as they are essential tools in the articulation of a program’s theory of change. While linked and complementary, these terms are often used interchangeably, leading to unnecessary confusion. In Table 1, we provide our understanding of fundamental distinctions between the terms theory of change and logic models (see Kellogg Foundation, 2003, for an excellent guide on the development and use of logic models). Table 1. Basic distinctions between theory of change and logic models. Theory of change Logic models Overarching set of premises Systematic visual and hypotheses that seek to representations of the explain why and how change relationships between occurs program elements and the sequence of events that will lead to change Higher order explanation; More detailed description; 4 panoramic view frame by frame view Provides reasoning to guide Provide roadmap, based on program design, planning, theory of change, for implementation, and program design, planning, evaluation implementation, and evaluation Conceptual framework with Evaluation and planning explanatory power tools for articulating and describing the theory of change Describes the principal Describe the anticipated assumptions that will be short-term, intermediate, tested in the evaluation and long-term outcomes that will be assessed in the evaluation Theory of Change Evaluation and Leadership Development: A Good Fit There are many valid approaches for conducting an evaluation of a leadership development program. Some of those approaches are presented by other authors in this Handbook. Often, factors such as the characteristics of the specific 5 program, the nature of the evaluation questions, and the resources designated for the evaluation are likely to influence the type of evaluation that will be selected. We believe that, in most cases, the theory of change approach would be a good fit for evaluating leadership development programs for the following reasons: Leadership and leadership development are terms with multiple meanings and definitions. Given the various definitions of leadership and the wide array of existing leadership development programs, the theory of change approach focus on articulating premises and assumptions is an effective process for clarifying a program’s view of leadership and how this view shapes program activities. Leadership development is a complex psychological and social process. Describing the change process for individuals participating in leadership development programs may be as complex and challenging as describing the neighborhood change process in comprehensive community initiatives. For that reason, a theory of change evaluation represents a promising approach for systematically tracking and understanding the personal change process in individuals. 6 Leadership development programs typically involve multiple components and use various interventions. In this case, the observed complexity derives from the nature and layering of the interventions. Given this programmatic complexity, the theory of change evaluation approach can help ascertain how and to what extent different program components contribute to the attainment of anticipated outcomes. Leadership development programs typically hold the expectation that individual-level changes will lead to organization-level, system-level, and society-level outcomes. In this context, the theory of change approach provides a framework that articulates the anticipated pathways of change and allows evaluators to gather data in order to test out whether, to what extent, and in what contexts individual-level change leads to broader outcomes. Pathway Mapping and Pathway Maps Staff at the OMG Center for Collaborative Learning (OMG) have been conducting theory of change evaluations for over ten years. Over this time, through multiple engagements involving the evaluation of comprehensive community initiatives and single-focus programs, we have used a process called pathway mapping to engage stakeholders and articulate the initiative’s or program’s theory of change. More specifically, pathway 7 mapping is the process of specifying a program’s desired outcomes and linking those outcomes to program actions and strategies. The pathway mapping process also requires making program assumptions explicit, challenging them when they appear inconsistent or unclear, and reaching consensus on those program assumptions and sequence of events that describe why and how a program works – the pathways to change. The pathway mapping process produces pathway maps. Pathway maps are logic models that place emphasis on the surfacing of assumptions linking strategies, activities, and outcomes. We prefer using the term “pathway map” rather than “logic model” because it connects the process (mapping) to the product (map)and emphasizes the concept of “pathways of change” that links to the program’s theory of change. For us, then, a pathway map is a particular type of logic model. Figure 1 provides an example of a pathway map for a community-based employment program. In this example we present the basic elements of a pathway map: a contextual analysis for the program, the program’s strategic focus, its actions/activities, and its intended outcomes (short-term and long-term improvements). Very importantly, we also include the program’s core assumptions that underlie the connections between the basic elements of the pathway map. In the next section, we 8 provide more detailed examples of a theory of change evaluation approach and pathway mapping. Insert Figure 1 about here Pathway maps and leadership programs Representing the theory of change When designing evaluations for leadership programs, evaluators are likely to be challenged by broad and ambitious program objectives, which makes it difficult to know exactly what to look for when assessing program success. In addition, staff and stakeholders of the programs may not be totally clear -or in agreement about- how and why their program activities should lead to the objectives, and what may be the signs of progress along the road to success. To help overcome these challenges, OMG relies on a pathway mapping process as the first step in a theory of change evaluation of a leadership program. As we indicated previously, in pathway mapping, staff and stakeholders of a program make explicit their theories and assumptions about how the program works from start to finish. The final product of this process, a pathway map, is a special type of logic model or flowchart 9 documenting how program activities (inputs) are believed to create results (outcomes) over time. Over the past few years, OMG has used a theory of change approach to evaluate three established leadership development and recognition programs. These programs are: the Rockefeller Foundation’s Next Generation Leaders (NGL), the Eisenhower Fellowships (EF)’s international exchange programs, and the Ford Foundation’s Leadership for a Changing World (LCW). OMG was hired to conduct impact assessments of these three programs. The LCW and NGL evaluations have included implementation studies, as well. These three programs are quite diverse in their views on leadership, their goals and intended outcomes, the characteristics of program participants, and the strategies used to achieve their goals (for more information on these programs, go to their websites listed in the References section). Nevertheless, in spite of their diversity, we found that the theory of change approach has provided a flexible framework for evaluating each program (for more information on the NGL and EF evaluations, see Gutiérrez and Stowell, 2004, and Gutiérrez and Tasse, 2005). 10 Details of a pathway map The Eisenhower Fellowships’ pathway map shown here includes program inputs, such the nomination and selection processes that precede the fellowship, joint program planning, the actual fellowship experience, and resources provided to alumni. The pathway map also details outcomes that are expected to occur for the individual fellows (for example, enhanced professional knowledge), for their organizations (improvements and/or growth in the organization), and for their communities or societies (new programs, institutions, policies being put in place). Ideal outcomes were included in this pathway map to convey the vision that the program is ultimately striving to contribute to; however, they are formatted differently in the pathway map to indicate that these are ideals and that the program does not necessarily expect to be able to measure progress towards them. The arrows from left to right reflect the order in which the Eisenhower Fellowships believe outcomes develop. Insert Figure 2 about here Pathway maps may vary extensively from client to client, not only in terms of content but often in terms of format and layout. For example, while EF chose to depict outcomes according to the level at which they occur (individual-level, organizational-level, and societal-level), many programs prefer to state their outcomes according to the time period over which 11 they are expected to occur, and thus they use the category headings Short-term, Intermediate, and Long-term outcomes. Another common variation is that, in addition to program inputs and outcomes, some pathway maps include a Problem Statement or Contextual Statement describing why the program was first started, under what conditions, and to address what problem/s. For example, Leadership for a Changing World’s pathway map begins with a Contextual Statement that includes the following language: “There is a lack of conviction in the public that leadership exists and that local/community leaders can impact social issues.” The length and degree of detail shown by a pathway map are other variables to be decided upon. OMG has worked with programs to produce in-depth pathway maps and also to produce simpler ones. To fully describe the conditions that led to a program, the activities and resources that comprise the program, and the assumptions delineating how and why outcomes are thought to occur, requires a significant amount of time. The resulting document is generally several pages long and requires the full attention of a reader to grasp. This type of pathway map is valuable for some purposes, including building consensus around program theory when establishing a new program, and re-thinking program design. Regardless of the length of the document, evaluators working with program staff need to balance the level 12 of detail provided on a pathway map with the level of information required to understand the program. Typically, the inclination is to add as much detail as possible to the pathway map. However, very detailed pathway maps will look cluttered and will be hard to interpret. Shorter pathway maps (like the Eisenhower Fellowships pathway map) are generally 1-2 pages long and highlight only the key activities and expected outcomes of a program. These pathway maps may be less helpful in presenting why the program exists, or the details and logic behind the program and activities. On the other hand, they are simpler to understand and thus they can be used to illustrate a program’s logic to audiences that are unfamiliar with the program, or to those who do not require all of the details behind it. In general, the content, format, and layout of a pathway map should be presented in whatever style best reflects the program at hand; and the degree of detail should be decided based on why the program is doing the pathway map and how they are likely to use it in the future. Even when pathway maps are presented in a more simple layout, key elements of the theory of change such as program context and assumptions are presented as accompanying text. No matter what the finished document looks like, if a pathway map effectively captures the logic behind a program, then it can be used as a roadmap to guide the evaluation. It 13 specifies what results evaluators should look for, and it often specifies at what time periods those results should occur. Pathway maps also provide a list of key program activities, which is critical if the evaluation includes an assessment of the program’s implementation. Once the pathway map is completed, the evaluator’s next step is to select methods and design data collection activities. It is important to note that, in the absence of an experimental design (which is not a realistic design for the evaluation of leadership programs) or a comparison group design (which is difficult to implement), the theory of change evaluation approach provides a reasonable alternative to the limitation of the lack of a counterfactual. If an evaluation can show that program activities were fully implemented and that outcomes developed in the way envisioned by staff and stakeholders and documented on the pathway map, then credibility is built for the program theory. In other words, it becomes easier to believe that the program contributed to outcomes in the way depicted by the pathway map. Usefulness of pathway maps In addition to providing a framework for assessment activities, OMG finds that pathway maps also provide a useful structure for evaluation reports. The first section of a report 14 would describe the logic and assumptions behind the program, as well as the inputs and expected outcomes. The following sections would describe whether or not the program was implemented according to its design, and whether outcomes occurred in the way envisioned by the staff and stakeholders in the pathway map. Beyond their usefulness to evaluators, pathway maps can be valuable tools for program staff and administrators because they provide a level of clarity and explicitness about program theory that many programs do not capture in writing. Pathway maps can be used for program planning, management, and development purposes, as well as to present and explain programs to those who are not familiar with them. For example, pathway maps are useful when orienting new staff to the mission and purpose of a program, or to inform critical programming decisions like whether or not “new” activities that are being considered make sense in light of the other inputs and goals. The inputs section of a pathway map can be used as a programming checklist, against which a program manager may ask the questions, are these activities in place, and if so, are they in place at the right intensity to lead to these outcomes? Or, if certain activities are not in place, then which outcomes are not likely to occur? 15 Additionally, when a program uses a pathway mapping process as part of the program design phase, it increases the likelihood that everyone involved has a shared understanding about how the program will look and work, and what is expected to happen as a result of it. OMG conducted pathway mapping with one program during the design phase, and the staff of the program continue to use the document to re-examine and refine program activities and logic. In this respect, it is important to note that a pathway map should be considered a dynamic tool for incorporating evaluation findings, reflecting mid-course corrections, and capturing other program evolutions. A pathway map should not be considered as “etched in stone”, but more as a roadmap that is likely to show some changes over time, given new knowledge about the program. Those changes, of course, would be an important part of the story that a theory of change evaluation should be able to tell. [SIDEBAR]: Creative Pathway Maps Some organizations have developed creative ways to present their programs to others. ARISE, a grassroots organization in Alamo, TX, that combines personal development, leadership, and community organizing training for women living in southern Texas colonias, created a visual and kinesthetic representation of their work consisting of multiple footprints and hearts spread 16 across the floor (each footprint or heart is drawn on a piece of paper so that they can be used repeatedly). Inside the footprints and hearts are ARISE’s guiding principles and values statements. The footprints “walk” across the floor, scattered among the hearts. They lead to the organization’s vision statement, which is displayed on the wall. Although ARISE doesn’t use the term “logic model” or “theory of change” to describe this depiction of their program, it serves a similar purpose as a pathway map: to communicate the program’s logic and to connect the everyday activities of ARISE to the organization’s vision. Sister Gerrie Naughton, founder and Executive Director of ARISE, came up with the idea for this tool, and the program participants created the footprints, hearts, and vision statement. Sister Gerrie says that the guiding principles, values, and vision statement already existed on paper, but that the tool was developed because there was a need to see – to visually connect – how the everyday work of ARISE (the inputs) lead to the vision (outcomes). ARISE uses it for training purposes when they hire new staff. The Pathway Mapping Process Preparing for the mapping sessions Assuming that OMG is asked to evaluate a program already under implementation (as opposed to one that is being designed), 17 the pathway mapping process would begin with a review of written program documents, including the program’s website, application or nomination forms, participant handbooks or other materials describing the program’s activities, annual reports, newsletters and publications, and any prior evaluations that have been conducted. When reviewing these documents, OMG tries to identify the key activities of the program; short-term, intermediate, and long-term goals; and assumptions about how and why the program should cause the desired goals to occur. The next step is to interview (in person or via telephone) key stakeholders of the program. Interviews may be conducted with different types of stakeholders for different purposes. For example, it is often useful to interview the individual/s who originally designed a program in order to gather in-depth contextual information about how and why the program was started. Also, interviews should be conducted with individuals who are influential to the program —for example, those involved in program planning, implementation, or decision-making (staff, executive directors, board of trustee members, etc.)— but who may not be available to participate in the next step of the process, the working sessions. Lines of questioning for these interviews include why the program was originally designed, why or how the particular set of program activities was decided upon, what are the program impacts that the interviewee has 18 witnessed or heard about from those who have participated in the program, and what are the perceived strengths and weaknesses of the program. After the interviews, OMG schedules a series of working sessions with key staff and any other individuals who the program decides to include in the development of the pathway map. This may include individuals who have participated in the program (alumni), board members, or former staff. Since the working sessions are highly interactive and their success depends on participation from all group members, OMG recommends that no more than 10 people be included. Also, since the sessions are intense, we recommend at least two separate sessions. In OMG’s experience, two 3-4 hour sessions are generally sufficient to produce a basic, 1 or 2-page pathway map. More detailed maps may require additional sessions or longer sessions. The mapping sessions Based on the initial document review and stakeholder interviews, OMG drafts a preliminary pathway map and presents it at the first working group meeting. The draft serves two purposes: first, since most people are unfamiliar with pathway maps, it provides an example of what the document looks like; second, concerning content, the draft gives the working group 19 something to react to instead of having to start from a blank slate. It is important when presenting the draft to frame it as a preliminary document whose contents are entirely open to change, since the working group sessions are the most in-depth and critical component of the pathway map development process. Over the course of the working group sessions, the group should review the program inputs (or activities) and come to agreement on a list of critical activities. discuss outcomes. Next, they should Since most programs already have mission statements outlining their long-term goals, it generally makes sense to start with these and work backwards to the short-term and intermediate outcomes. Short-term and intermediate outcomes are changes or results that one would expect to occur in the interim between the program’s implementation and its ultimate goal. They are markers of progress along the larger road to success. During discussions about short-term and intermediate outcomes, it is critical that evaluators not only identify the outcomes but also that they surface and examine the group’s assumptions concerning why certain activities will lead to certain outcomes. These assumptions can be considered the pathways in the pathway map – they are the logic behind the arrows leading from program inputs to program outcomes. 20 For example, it is not uncommon during pathway mapping for staff of a program to list a set of short-term and intermediate outcomes that make sense given the long-term goals of the program but do not follow logically from the programs’ activities. For example, if a program’s activities focus on strengthening the capacity of individual leaders to do their work, but the program lists greater public knowledge and awareness of leadership as an outcome, then it would be important for an evaluator to examine the assumptions of the group. Why do they believe activities being conducted with individuals will affect public opinion? Did they forget to list key activities in their pathway map, or are the program’s activities misaligned with its vision? Another question for consideration during pathway mapping is whether the pathways between activities and outcomes are based on research results (tested theory) or represent a new approach being tried by the program. In some pathway maps, it may be important to distinguish between these types of links, and possibly to focus evaluation resources on examining the experimental pathways since such examinations can contribute to further learning in the field. During the course of the working sessions, evaluators should expect to encounter disagreement among participants. There are at least two different types of disagreement that can 21 occur: those concerning the wording and organization of the pathway map, and those concerning the contents and assumptions within it. Disagreements reflecting the first category are fairly easy to resolve. For example, staff of a program may argue about whether the 15 key activities should be grouped into three, four, or five categories/headings. Some staff may see three natural categories, while others see four, or five. However, all participants agree that the 15 activities are the key activities for the program. A sharp evaluator can recognize and diagnose this type of disagreement, and once participants see that their differences are not fundamental to their understanding of the program, it is usually resolved by compromise. Sometimes, these differences point to a more fundamental disagreement about the nature or goals of the program. Disagreements about program content, goals, and assumptions are a more serious challenge to the pathway mapping process. These disagreements are more likely to arise when a program is producing a detailed pathway map, because the more details being depicted in the document, the greater the number of things that staff must discuss and agree upon. When disagreements occur around core goals or assumptions underlying a program, it is important to hear all viewpoints and allow participants to engage in discussion. Sometimes, what seems like a disagreement 22 is actually the result of individuals expressing the same thing differently. In some cases, participants are able to work through disagreements themselves. (The fact that pathway mapping is a time-intensive process usually means that participants are open to compromises that will move the process forward.) However, in cases when true disagreement exists around the key activities or goals of a program, it is necessary to seek out the input of individual/s who designed the program and/or those who are most knowledgeable and ultimately responsible for the program’s direction. Participants can look to these individuals for clarity about the purpose and vision of the program. Following the working sessions, OMG revises the draft and provides the participants with a second draft. Ideally, all the members of the working group will come together for another session to review, discuss, and comment on the document. However, if not all workgroup members are able to meet, OMG will make sure to get everyone’s comments before or after the meeting. OMG receives all comments and makes revisions to the pathway map. Assuming that there are no further issues to clarify or resolve, the pathway map is then finalized. If any unresolved issues emerge during the revision process, we continue to work with the stakeholders until we are able to reach a consensus. 23 Evaluator roles Evaluators need to play different roles when engaging stakeholders in the pathway mapping process. These roles include being a facilitator, an expert researcher, a challenger or devil’s advocate, a mediator, a consensus builder, and a synthesizer. While it may be possible for an individual to effectively fulfill all of these roles, we have found that it works much better to have a team of two evaluators involved in that process. That way, roles can be shared and/or balanced, as needed, by the evaluation team members. As it should be evident by now, conducting effective pathway mapping sessions with stakeholders requires sound knowledge of program design, program implementation, and evaluation issues as well as strong skills in group dynamics. Since the pathway map is a critical product for, both, evaluators and program staff, it is extremely important that the mapping process be perceived by program staff as an opportunity to engage in reflective practice and not just as a mechanical exercise to satisfy evaluator demands. Lessons Learned with Pathway Mapping OMG’s experience provides some lessons learned for others who may use pathway mapping in the future. The first lesson concerns the usefulness of benchmarking, or indicating to what 24 degree an outcome is expected to occur. This is important because it allows evaluators to interpret findings related to program outcomes. For example, EF’s pathway map lists “new and/or improved activities, programs, or institutions benefiting a broad constituency” as a program outcome. During OMG’s evaluation, data collection focused on assessing the extent to which fellows had contributed to such improvements. We found that approximately 50% of fellows had contributed to this outcome; however, we didn’t know whether 50% was low, acceptable, or high. finding. We did not know how to interpret the As a result, we recommend that the pathway mapping process include some discussion of how much or to what extent a particular outcome is expected. Another word of caution concerns the level of outcomes that programs include in a pathway map. As mentioned previously, leadership programs tend to have very broad and idealistic goal statements, for example “mutual understanding and peace” or “changing the way leadership is understood.” While these may be effective visioning statements for galvanizing an organization, they should not automatically be incorporated into a pathway map. The outcomes listed in a pathway map should be ones that can serve as accountability measures. They should be specific enough and realistic enough that a program would feel 25 comfortable being held accountable to them. For evaluation purposes, the outcomes need to be measurable. Finally, there is a lesson about having clients understand the value of pathway mapping. Since accountability is the primary concern of most clients who seek evaluation services, they are most interested in assessment activities that generate findings related to program impacts and sometimes view pathway mapping as an unnecessary part of the evaluation. They do not realize that pathway mapping is a planning and evaluation tool/process that allows for outcomes to be collected in a more focused and productive way later on in the evaluation. In the past, when OMG has described their proposed evaluation activities to prospective clients (pathway mapping followed by a combination of surveys and focus groups or interviews), some clients have responded that they would like to skip the pathway mapping and go straight to the data collection activities. When and if this happens, it is important to let clients know that the pathway mapping produces a framework which is critical to a systematic evaluation of program outcomes. In addition, we have found that it is very useful to offer clients good descriptions of the various uses of pathway maps and the valuable reflections that are generated by the pathway mapping process. 26 Another argument for including pathway mapping in the evaluation design is that, unless the evaluator is already familiar with the program, time must be devoted up-front to informing the assessment team about the program. Since this level of effort is required, it makes sense to fully invest in the pathway mapping process and have the evaluator document what s/he is learning about the program in a way that will serve both the evaluation and the program. In other words, the process of pathway mapping needs to happen to a greater or lesser extent for an evaluator to become familiar enough with a program to conduct an evaluation. If the process is already happening, it makes sense to have it formalized and documented so that the program reaps the benefits as well. Concluding Thoughts: Challenges to Theory of Change Evaluation Throughout this chapter we have endeavored to discuss the usefulness of a theory of change evaluation approach and have argued that this type of approach would be a good fit for evaluating leadership programs. But, one may ask, when would the use of a theory of change approach not represent a good fit for a leadership program? We think that there are two program contexts where the theory of change evaluation would not be a good fit. The first one would be a stable program that undergoes periodic evaluation and that has already identified, 27 with good clarity, its objectives, interventions, and intended outcomes. This type of program shows internal cohesion, its anticipated outcomes appear reasonable, and measures have already being identified and used to assess its anticipated outcomes. A theory of change evaluation, then, would not add much value and a more traditional approach would be completely suitable. A second type of program context not amenable to a theory of change evaluation approach would involve an exploratory, pilot, program where program designers are not ready to specify clear pathways of change and need to better understand the effects of specific program components and/or their interactions with different types of participants. In this case, a more open and exploratory approach for collecting and interpreting data would be more suitable. A common challenge to theory of change evaluation is how to reconcile multiple theories of change representing the views of distinct stakeholders. Although differences among stakeholders (staff, participants, alumni, Board) of leadership programs focusing on individuals come up, it is generally possible to reach consensus as the program represents a narrow slice of experience. When evaluating that type of leadership programs, we push for consensus on the theory of change whenever possible. If not possible, we will work with multiple theories of change, although this has been rare. This situation becomes more 28 complicated when the leadership program is set up as a placebased program or initiative (for instance, a neighborhood-based program or a city-wide initiative) and the program directly targets, both, individual and community change. This type of program or initiative represents a much broader slice of experience. In this situation, program participants who are community members may hold quite different views than the program’s funder about the nature and sequence of change in their communities. While consensus should also be sought in this situation, it would be realistic to expect to have multiple theories of change representing the perspectives of distinct groups of stakeholders. The evaluation should allow for these differences and attempt to test the different theories if possible. The theory of change evaluation approach has been often criticized for representing a linear progression of change in a world where change is not linear. This is a complex epistemological issue that we do not intend to solve in this chapter. However, we would argue that a good theory of change evaluation needs to be open to change in whatever form or sequence occurs, whether anticipated or not, and would urge evaluators using this approach to remain flexible during the evaluation and not to grow overly confident on the accuracy of a program’s articulated theory of change or the details of a 29 pathway map or logic model. After all, a theory is just a theory. 30 References Connell, J.P., Kubisch, A.C., Schorr, L.B., and Weiss, C.H. New Approaches to Evaluating Community Initiatives: Concepts, Methods, and Contexts. Vol. 1. Washington, DC: The Aspen Institute, 1995. Eisenhower Fellowships.[http://www.eisenhowerfelloships.org] Fulbright-Anderson, K., Kubisch, A.C., and Connell, J.P. New Approaches to Evaluating Community Initiatives: Theory, Measurement, and Analysis. Vol. 2. Washington, DC: The Aspen Institute, 1998. Gutiérrez, M. and Stowell, B. Next Generation Leadership Program: Final Assessment Report. Philadelphia, PA: OMG Center for Collaborative Learning, 2004. Gutiérrez, M. and Tasse, T. Evaluation Report. Eisenhower Fellowships: Final Philadelphia, PA: OMG Center for Collaborative Learning, 2005. Leadership for a Changing World. [http://www.leadershipfor change.org] Next Generation Leaders. [http://www.nglnet.org] W. K. Kellogg Foundation. Logic Model Development Guide. Battle Creek, MI: W.K. Kellogg Foundation, 2003. Weiss, C.H. “Nothing as practical as good theory: Exploring Theory-Based Evaluation for Comprehensive Community Initiatives 31 for Children and Families.” Schorr, L.B., and Weiss, C.H. In Connell, J.P., Kubisch, A.C., New Approaches to Evaluating Community Initiatives: Concepts, Methods, and Contexts. Vol. 1. Washington, DC: The Aspen Institute, 1995. 32