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in the 21st Century

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266 Kenya’s F<strong>in</strong>ancial Transformation <strong>in</strong> <strong>the</strong> <strong>21st</strong> <strong>Century</strong><br />

It is worth not<strong>in</strong>g that <strong>the</strong> relationship between outputs and <strong>in</strong>puts is similar<br />

to that which common sense would suggest. Table A2 <strong>in</strong> <strong>the</strong> Appendix reports<br />

<strong>the</strong> correlation between <strong>the</strong> outputs and <strong>in</strong>puts. It shows that <strong>the</strong> ability to<br />

stick to a budget and to manage spend<strong>in</strong>g and borrow<strong>in</strong>g are highly correlated<br />

with <strong>the</strong> two attitud<strong>in</strong>al variables, while hav<strong>in</strong>g a budget and sav<strong>in</strong>g behaviour<br />

are more closely related with <strong>in</strong>itial endowments of education, <strong>in</strong>come and<br />

f<strong>in</strong>ancial literacy. There is a causality concern <strong>in</strong> us<strong>in</strong>g <strong>the</strong> DEA approach<br />

– it may be unclear whe<strong>the</strong>r it is <strong>the</strong> <strong>in</strong>puts (education, <strong>in</strong>come) that make<br />

people more f<strong>in</strong>ancially capable, or <strong>the</strong> o<strong>the</strong>r way around. Table A2 shows<br />

that <strong>the</strong> demographic variables of concern are only highly correlated with<br />

sav<strong>in</strong>g variables, while o<strong>the</strong>r f<strong>in</strong>ancial behaviour are controlled by psychological<br />

variables only.<br />

5 Estimation results: DEA as a measure of<br />

conversion efficiency<br />

Figure 1 presents <strong>the</strong> distribution of <strong>the</strong> DEA scores and Table A3 gives <strong>the</strong><br />

descriptive data. The mean score is 0.401 and <strong>the</strong> distribution shows that <strong>the</strong><br />

scores are skewed towards <strong>the</strong> lower end, although 9.5% have a score of 1,<br />

represent<strong>in</strong>g perfectly efficient conversion.<br />

Figure 1: Frequency histogram of DEA<br />

400<br />

300<br />

Frequency<br />

200<br />

100<br />

0<br />

0 .2 .4 .6 .8 1<br />

DEA

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