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Mixlogit of discrete choice experiment with multiple choice sets

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Hi! I implemented a discrete choice experiment to model cassava planting material alternative choice. In my questionnaire, I presented each respondents with 16 choice experiments or choice sets with each choice set having 2 alternatives or choices with an opt-out option. The explanatory variables are the attributes (11 in total) of cassava planting material with varying attribute levels that have randomly fitted between 2 alternative. With this, I am fitting a conditional logit model. In my data set, some explanatory variables are represent by dummy variables while others were categorical variables with up-to 3 categories.
Since each choice experiment has 2 alternative options and an opt-out option, each choice set has 11 rows and each respondent was presented with 16 choice sets.
(The sample of the original attribute and sample data is show below) Attributes of the cassava planting material
Cassava stem attributes Alternative A Alternative B Alternative C
Yield Low (<20 Tons/Ha) Moderate (20-30 Tons/Ha) High (>30 Tons/Ha)
Disease tolerance Susceptible Tolerant
Raw taste Bitter Sweet
Cooked taste Bitter Sweet
Mealiness Hard Mealy Watery
Maturity Late (>18 months) Intermediate (13-18 months) Early (6-12 months)
Seed availability Scarce Available Plenty
In soil longevity Short term (Up to 1 year) Long term (Above 1 year)
Shelf-life of stakes Low shelf-life High shelf-life
Suitability in crop systems Suitable Not suitable
Price 10,000 27,000 40,000
Which one would you choose?
  1. Yes 0. No
1. Yes 0. No 1. Yes 0. No
Choice set
Attribute Alternative 1 Alternative 2 Alternative 3
Yield Low (<20 tons/ha) Low (<20 tons/ha) Opt out
Disease tolerance Susceptible Susceptible
Raw taste Bitter Bitter
Cooked taste Sweet Sweet
Mealiness Mealy Mealy
Maturity Late (>18 months) Intermediate (13-18 months)
Seed availability Available Plenty
In soil longevity Short term (Up to 1 year) Short term (Up to 1 year)
Self-life of stakes Short term Short term
Suitability in crop system Suitable Suitable
Price 10000 27000
Question: Which alternative do you prefer? 1. Yes 0. No 1. Yes 0. No
Sample data
Pid Choice_Set Choice_Response Yield Disease_tolerance Rawtaste Cookedtaste Mealiness Maturity Seed_availabity Insoil_longevity Shelflife_stakes Suitability_crop sys Price (UgX)
1 1 1 Moderate (20-30 t/ha) Tolerant Sweet Sweet Mealy Late (>18 months) Plenty Long-term (above 1 year) High Not suitable 27,000
1 1 0 Moderate (20-30 t/ha) Tolerant Sweet Sweet Hard Intermediate (13-18 months) Scarce Long-term (above 1 year) High Suitable 27,000
1 2 0 High (>30 t/ha) Susceptible Bitter Sweet Watery Late (>18 months) Plenty Short-term (Up-to 1 year) Low Suitable 10,000
1 2 1 High (>30 t/ha) Tolerant Bitter Sweet Watery Late (>18 months) Plenty Short-term (Up-to 1 year) High Suitable 27,000
1 3 1 Moderate (20-30 t/ha) Tolerant Sweet Sweet Mealy Late (>18 months) Available Long-term (above 1 year) Low Suitable 27,000

For clogit to work, I tried select choice set as the grouping variable but stata shows it has more than one. I want to establish the attributes preferred by the respondents and later determine the willingness-to-pay and potentail demand, how do i proceed? I really need this help! Thank Stephen Angudubo



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