Study Background
This is a continuation of the first analysis that was conducted and presented by Prof. Melodi Botha from Department of Business Management, University of Pretoria. The main objective of the experiment was to assess the change in learners’ level of Entrepreneurial Competencies (ECs) prior to and after they were exposed to the Wavumbuzi Entrepreneurship Challenge (WEC). In summary, herewith is a brief overview of the experiment.
Experiment Results
Out of the 19 validated competencies that were assessed, six entrepreneurial competencies improved. Improvement was assessed by taking the average difference between the post-test (endline) ECs score and the pre-test (baseline) ECs score. Entrepreneurial competencies with positive average differences between baseline (Pre) and endline (Post) is presented below:
Table 1: Pre-Post results
Table 1 presents a comparative analysis between baseline and endline scores of all the 19 validated entrepreneurial competencies.
For more details on the methodology, results, and zoom recording for the first analysis, please use these links below :
Scope and Objective
As this is a continuation of the initial analysis, the objective of this analysis is centered around questions and suggestions discussed during the presentation. The three main recommendations are outlined below:
Overview and distribution of all the 446 learners who completed both baseline and endline survey.
26
45
446
60
36
4
249
30
161
0
0
6
Engagement distribution of all the 446 learners who completed both baseline and endline survey.
91
112
269
223
336
191
Treatment (gameplay) exposure analysis of all the 446 learners who completed both baseline and endline survey.
0
49
118
312
348
422
53
-14
79
87
97
93
Pre-post test analysis excluding learners who completed baseline survey prior to treatment exposure of >3 weeks and >2 weeks, respectively.
Pre-Post Test | 312 Learners NOT Exposed to >3W of Treatment | ||||
| Period |
| ||
Variable | Post: Endline, N = 312 | Pre: Baseline, N = 312 | Difference1 | 95% CI12 |
Entrepreneurial experience | 5.3 | 2.2, 8.4 | ||
Mean (SD) | 75.8 (19.8) | 70.5 (19.6) | ||
Business preparation (Entrepreneurial intention – EI 1) | -2.5 | -5.6, 0.52 | ||
Mean (SD) | 44.0 (19.2) | 46.5 (19.5) | ||
Intend to start-up (Entrepreneurial intention – EI 2) | 4.1 | 0.59, 7.6 | ||
Mean (SD) | 46.3 (24.1) | 42.2 (20.1) | ||
Future business planning (Entrepreneurial intention – EI 3) | 3.3 | 1.1, 5.6 | ||
Mean (SD) | 31.4 (16.6) | 28.1 (11.3) | ||
Positive entrepreneurial mindset (Entrepreneurial mindset – EM 1) | 0.47 | -3.6, 4.5 | ||
Mean (SD) | 55.4 (25.4) | 54.9 (25.8) | ||
Structured tasks and following others’ rules (Entrepreneurial mindset – EM 2) | 1.5 | -0.52, 3.5 | ||
Mean (SD) | 30.3 (15.0) | 28.8 (10.4) | ||
Need to achieve | -5.3 | -8.5, -2.1 | ||
Mean (SD) | 82.4 (22.3) | 87.7 (18.6) | ||
Need for autonomy | -6.5 | -9.4, -3.6 | ||
Mean (SD) | 80.9 (20.5) | 87.4 (16.1) | ||
Resilience | -5.0 | -7.9, -2.0 | ||
Mean (SD) | 85.3 (21.0) | 90.3 (16.0) | ||
Values Driven | -3.3 | -7.5, 0.86 | ||
Mean (SD) | 64.3 (26.4) | 67.6 (26.7) | ||
Taking action and initiative | 4.7 | 0.69, 8.8 | ||
Mean (SD) | 57.5 (26.4) | 52.8 (25.1) | ||
Self-efficacy | -3.5 | -6.0, -1.1 | ||
Mean (SD) | 83.6 (17.7) | 87.1 (13.1) | ||
Opportunity recognition | -2.7 | -5.6, 0.22 | ||
Mean (SD) | 79.5 (20.2) | 82.2 (16.6) | ||
Opportunity assessment | -2.3 | -5.1, 0.43 | ||
Mean (SD) | 79.5 (18.9) | 81.8 (16.2) | ||
Innovative problem-solving | -2.0 | -4.5, 0.51 | ||
Mean (SD) | 82.7 (17.8) | 84.7 (13.7) | ||
Resourcefulness | -1.3 | -3.7, 1.1 | ||
Mean (SD) | 83.7 (17.1) | 85.0 (13.7) | ||
Mobilising others | -2.8 | -5.3, -0.39 | ||
Mean (SD) | 84.7 (18.0) | 87.6 (12.5) | ||
Working with others | -4.0 | -6.2, -1.8 | ||
Mean (SD) | 83.2 (16.2) | 87.2 (11.9) | ||
Money sense | -2.1 | -4.8, 0.64 | ||
Mean (SD) | 83.8 (19.3) | 85.9 (14.9) | ||
1Welch Two Sample t-test | ||||
2CI = Confidence Interval | ||||
Entrepreneurial competencies with positive difference between baseline (Pre) and endline (Post):
Note: This is similar to Prof. Botha’s analysis (447 learners)
Pre-Post Test | 118 Learners NOT Exposed to >2W of Treatment | ||||
| Period |
| ||
Variable | Post: Endline, N = 118 | Pre: Baseline, N = 118 | Difference1 | 95% CI12 |
Entrepreneurial experience | 5.2 | 0.11, 10 | ||
Mean (SD) | 75.2 (19.2) | 70.0 (20.7) | ||
Business preparation (Entrepreneurial intention – EI 1) | -2.3 | -7.3, 2.7 | ||
Mean (SD) | 44.3 (19.0) | 46.6 (19.9) | ||
Intend to start-up (Entrepreneurial intention – EI 2) | -0.56 | -6.1, 4.9 | ||
Mean (SD) | 44.1 (21.6) | 44.7 (21.3) | ||
Future business planning (Entrepreneurial intention – EI 3) | 0.48 | -2.6, 3.6 | ||
Mean (SD) | 28.4 (12.8) | 28.0 (11.1) | ||
Positive entrepreneurial mindset (Entrepreneurial mindset – EM 1) | 0.00 | -6.7, 6.7 | ||
Mean (SD) | 54.4 (26.0) | 54.4 (26.2) | ||
Structured tasks and following others’ rules (Entrepreneurial mindset – EM 2) | -1.2 | -4.2, 1.9 | ||
Mean (SD) | 28.7 (13.2) | 29.9 (10.5) | ||
Need to achieve | -2.4 | -7.4, 2.6 | ||
Mean (SD) | 84.7 (20.3) | 87.0 (18.6) | ||
Need for autonomy | -1.9 | -6.3, 2.4 | ||
Mean (SD) | 84.3 (17.6) | 86.2 (16.0) | ||
Resilience | -1.3 | -5.8, 3.1 | ||
Mean (SD) | 88.0 (18.9) | 89.3 (15.5) | ||
Values Driven | -1.2 | -8.0, 5.7 | ||
Mean (SD) | 65.7 (27.4) | 66.8 (25.7) | ||
Taking action and initiative | 2.5 | -3.7, 8.8 | ||
Mean (SD) | 52.1 (25.6) | 49.6 (22.8) | ||
Self-efficacy | -0.48 | -4.3, 3.3 | ||
Mean (SD) | 85.1 (15.6) | 85.6 (14.0) | ||
Opportunity recognition | -0.85 | -5.3, 3.6 | ||
Mean (SD) | 81.8 (18.8) | 82.7 (16.1) | ||
Opportunity assessment | 1.6 | -2.6, 5.7 | ||
Mean (SD) | 82.4 (15.9) | 80.8 (16.4) | ||
Innovative problem-solving | 0.27 | -3.2, 3.7 | ||
Mean (SD) | 85.0 (13.8) | 84.7 (12.8) | ||
Resourcefulness | 1.7 | -1.8, 5.2 | ||
Mean (SD) | 86.3 (13.5) | 84.6 (13.6) | ||
Mobilising others | -0.42 | -4.0, 3.2 | ||
Mean (SD) | 87.1 (14.9) | 87.6 (13.2) | ||
Working with others | -2.8 | -6.1, 0.48 | ||
Mean (SD) | 85.3 (14.3) | 88.1 (10.9) | ||
Money sense | 0.91 | -3.0, 4.9 | ||
Mean (SD) | 86.6 (16.1) | 85.7 (14.6) | ||
1Welch Two Sample t-test | ||||
2CI = Confidence Interval | ||||
Entrepreneurial competencies with positive difference between baseline (Pre) and endline (Post):
Key Takeaways
The treatment effect increases significantly when learners start to engage early on during the first few weeks of the challenge versus playing during the last few weeks.
The number of entrepreneurial competencies grasped by learners increases significantly when learners start to engage early on during the first week of the challenge versus playing during the last few weeks of the challenge.
The risk of learners getting negative /adverse treatment effects increases substantially when they only start to engage with WEC intervention during the last few weeks of the challenge.
In light of the above, how can we sensitize our clients (learners, teachers, partners) to start engaging with WEC interventions early on during the first week of the challenge versus last few weeks?