3  RESEARCH METHODOLOGY ...................................................................................... 18 
3.1  Descriptions of the Study Areas ................................................................................ 18 
3.1.1.  Location .................................................................................................................... 18 
3.1.2.  Climate and Soil condition ....................................................................................... 19 
3.1.3.  Population of the study area ...................................................................................... 19 
3.1.4.  Farming System ........................................................................................................ 20 
3.1.5.  Crop production patterns .......................................................................................... 20 
3.2  Sampling procedure ...................................................................................................... 21 
3.2.1  Methods of Data Collection .......................................................................................... 22 
3.2.2  Methods of Data Analysis ............................................................................................. 23 
3.2.2.1 Descriptive statistics ................................................................................................. 23 
3.2.2.2 The Tobit model ........................................................................................................ 23 
3.2.2.3 The Double-hurdle model ......................................................................................... 25 
3.2.3  Definition of variables and working hypotheses .......................................................... 27 
4  RESULTS AND DISCUSSION ......................................................................................... 33 
4.1  Descriptive Statistics ................................................................................................... 33 
4.1.2  Sex of household head .............................................................................................. 35 
4.1.3  Educational levels of the household heads ............................................................... 36 
4.1.4  Participation in off/ non-farm activities .................................................................... 36 
4.1.5  Soil fertility status ..................................................................................................... 38 
4.1.6  Extension services ..................................................................................................... 38 
4.1.7  Field day participation .............................................................................................. 40 
4.1.8  Credit Access ............................................................................................................ 40 
4.1.9  Access to Media (Radio, Television and phone) ...................................................... 41 
4.1.10  Household size .......................................................................................................... 43 
4.1.11  Age of the household head ........................................................................................ 43 
4.1.12  Livestock ownership ................................................................................................. 44 
4.1.13  Oxen ownership ........................................................................................................ 45 
4.1.14  Land holdings ........................................................................................................... 45 
4.1.15  Farm income ............................................................................................................. 46 
4.1.16  Market distance ......................................................................................................... 47 
4.1.17  Major marketing constraints in wheat crop .............................................................. 47 
4.1.18  Levels of wheat crop commercialization .................................................................. 48 
4.2  Econometric Results ................................................................................................... 50 
4.2.1  Model specification ................................................................................................... 51 
4.2.2   Results and Discussion .............................................................................................. 52 
4.2.3  Determinants of improved wheat varieties adoption ........................................... 54 
4.2.3.1 Sex of the household head ........................................................................................ 56 
4.2.3.2 Participation in field day ........................................................................................... 56 
4.2.3.3 Access to all weather roads ....................................................................................... 56 
4.2.3.4 District ...................................................................................................................... 57 
4.2.4  Determinants of intensity of use improved wheat varieties ................................ 57 
4.2.4.1 Sex of the household head ........................................................................................ 57 
4.2.4.2 Credit access ............................................................................................................. 58 
4.2.4.3 Access to all weather roads ....................................................................................... 58 
4.2.4.4 District ...................................................................................................................... 58 
4.2.4.5 Active family force ................................................................................................... 59 
4.2.4.6 Market distance ......................................................................................................... 59 
5  SUMMARY, CONCLUSIONS AND RECOMMENDATIONS .................................... 60 
5..1  SUMMARY .............................................................................................................. 60 
5..2  CONCLUSIONS ...................................................................................................... 61 
5..3  RECOMMENDATIONS .......................................................................................... 63 
6  REFERENCES: .................................................................................................................. 65 
7  APPENDICES ..................................................................................................................... 74 
Questionnaire
8  BIOGRAPHY .................................................................................................................... 104