Dear All,
I would like to use the MCDEV model to model land allocation for tree planting on farms. They can choose areas of none, one or several (out of 11) types of tree planting. The total area is small relative to the remaining area (I assume an “outside good”). Is this an appropriate model?
The examples use the same alpha for all alternatives. Would it make sense to use alternative-specific alphas? Should then gammas be fixed?
Thank you.
Important: Read this before posting to this forum
- This forum is for questions related to the use of Apollo. We will answer some general choice modelling questions too, where appropriate, and time permitting. We cannot answer questions about how to estimate choice models with other software packages.
- There is a very detailed manual for Apollo available at http://www.ApolloChoiceModelling.com/manual.html. This contains detailed descriptions of the various Apollo functions, and numerous examples are available at http://www.ApolloChoiceModelling.com/examples.html. In addition, help files are available for all functions, using e.g. ?apollo_mnl
- Before asking a question on the forum, users are kindly requested to follow these steps:
- Check that the same issue has not already been addressed in the forum - there is a search tool.
- Ensure that the correct syntax has been used. For any function, detailed instructions are available directly in Apollo, e.g. by using ?apollo_mnl for apollo_mnl
- Check the frequently asked questions section on the Apollo website, which discusses some common issues/failures. Please see http://www.apollochoicemodelling.com/faq.html
- Make sure that R is using the latest official release of Apollo.
- Users can check which version they are running by entering packageVersion("apollo").
- Then check what is the latest full release (not development version) at http://www.ApolloChoiceModelling.com/code.html.
- To update to the latest official version, just enter install.packages("apollo"). To update to a development version, download the appropriate binary file from http://www.ApolloChoiceModelling.com/code.html, and install the package from file
- If the above steps do not resolve the issue, then users should follow these steps when posting a question:
- provide full details on the issue, including the entire code and output, including any error messages
- posts will not immediately appear on the forum, but will be checked by a moderator first. We check the forum at least twice a week. It may thus take a couple of days for your post to appear and before we reply. There is no need to submit the post multiple times.
MCDEV for land allocation
-
stephanehess
- Site Admin
- Posts: 1355
- Joined: 24 Apr 2020, 16:29
Re: MCDEV for land allocation
Hi
the decision on which profile to use (generic alpha, etc) is an empirical question. I suggest you have a look at Bhat's initial paper on this.
Regarding an outside good, this depends. If you're only looking at a specific area, and if the remaining area is fixed, then there is no need to include that
Stephane
the decision on which profile to use (generic alpha, etc) is an empirical question. I suggest you have a look at Bhat's initial paper on this.
Regarding an outside good, this depends. If you're only looking at a specific area, and if the remaining area is fixed, then there is no need to include that
Stephane
Re: MCDEV for land allocation
Thank you, Stephane, I will try to compare different profiles.
Is the MCDEV appropriate for the choices I try to model? I would like to clarify that the total area (budget) varies and ranges from ~10 to ~1000 ha, and the sum of areas of selected activities ranges from 0 to 30% of the total area. The remaining area is not fixed, so my understanding it needs to be outside good.
A follow-up question is about predicted continuous consumption apollo_prediction(). Are these conditional on an alternative being selected?
Thank you.
Maksym
Is the MCDEV appropriate for the choices I try to model? I would like to clarify that the total area (budget) varies and ranges from ~10 to ~1000 ha, and the sum of areas of selected activities ranges from 0 to 30% of the total area. The remaining area is not fixed, so my understanding it needs to be outside good.
A follow-up question is about predicted continuous consumption apollo_prediction(). Are these conditional on an alternative being selected?
Thank you.
Maksym
-
stephanehess
- Site Admin
- Posts: 1355
- Joined: 24 Apr 2020, 16:29
Re: MCDEV for land allocation
Hi
I'm not sure I understand your data. Can you explain it a bit better, maybe with some examples from the data?
Regarding prediction, please consult the manual. It is the expected consumption at the observation level
Stephane
I'm not sure I understand your data. Can you explain it a bit better, maybe with some examples from the data?
Regarding prediction, please consult the manual. It is the expected consumption at the observation level
Stephane
Re: MCDEV for land allocation
Dear Stephane,
This is a choice experiment where farmers are presented with hypothetical incentive programmes and choose whether they would plant different types of tree plantings and what areas would they plant.
Below is a snippet of a simulated simple dataset.
Variables:
Thank you,
Maksym
This is a choice experiment where farmers are presented with hypothetical incentive programmes and choose whether they would plant different types of tree plantings and what areas would they plant.
Below is a snippet of a simulated simple dataset.
Variables:
- "ID" and "Obs" are respondent and response.
- "Size" is the area of a farm ("budget").
- "a_cp" to a_sb are areas of different types of plantings that may be selected to plant ("goods").
- "a_ou" is the remaining area ("outside good").
- "grant" is the payment, $000/ha, "fill" is help with the application, "seedl" is the provision of seedlings (characteristics of a programme).
- "steep" is the topography of a farm (characteristic of the respondent)
Thank you,
Maksym
Code: Select all
ID,Obs,Size,a_cp,a_cn,a_cb,a_bp,a_bn,a_bb,a_ln,a_lp,a_lb,a_sn,a_sb,a_ou,grant,fill,seedl,steep
1,1,1000,0,0,0,0,0,0,0,0,0,0,0,1000,1,0,1,0.75
1,2,1000,0,0,0,0,0,0,0,0,0,0,0,1000,0,1,0,0.75
1,3,1000,0,0,0,0,0,0,0,50,0,0,0,950,6,0,1,0.75
2,1,31,0,0,0,0,0,0,0,0,0,0,0,31,0,1,0,0.5
2,2,31,0,0,1.2,0,0,0,0,0,0,0,0.8,29,6,1,1,0.5
2,3,31,0,0,0,0,0,0,0,0,0,0,0,31,6,0,0,0.5
3,1,43,0,0,0,0,0,0,0,0,0,0,0,43,6,1,1,0.75
3,2,43,0,0,0,0,0,0,0,0,0,0,0,43,1,1,0,0.75
3,3,43,0,0,0,0,0,0,0,0,0,0,0,43,0,1,1,0.75
4,1,100,0,0,0,0,0,0,0,0,0,0,0,100,1,0,1,0.25
4,2,100,0,0,0,0,0,0,0,0,0,0,0,100,0,0,0,0.25
4,3,100,0,0,0,0,0,0,0,0,0,0,0,100,12,0,1,0.25
5,1,40,0,1,0,0,0,0,0,0,0,1,0,38,3,0,1,0.75
5,2,40,0,0,0,0,0,0,0,0,0,0,0,40,0,1,0,0.75
5,3,40,0,1,0,0,0,0,0,0,0,1,0,38,12,0,1,0.75
6,1,473,0,0,0,0,0,0,0,0,0,0,0,473,0,1,0,0.75
6,2,473,0,0,0,0,10,0,0,0,0,0,0,463,6,1,1,0.75
6,3,473,0,0,0,0,0,0,0,0,0,0,0,473,6,0,0,0.75
7,1,46,0,4,0,0,0,0,0,0,0,0,0,42,3,0,1,0
7,2,46,0,0,0,0,0,0,0,0,0,0,0,46,0,1,0,0
7,3,46,0,4,0,0,0,0,0,0,0,0,0,42,12,0,1,0
8,1,10,0,1.5,0,0,0,0,0.5,0,0,0,0,8,1,0,1,0.5
8,2,10,0,1.5,0,0,0,0,0.5,0,0,0,0,8,6,1,0,0.5
8,3,10,0,1.5,0,0,0,0,0.5,0,0,0,0,8,1,0,1,0.5
9,1,100,0,0,0,0,0,0,0,0,0,0,0,100,6,1,1,0.5
9,2,100,0,0,0,0,0,0,0,0,0,0,0,100,1,1,0,0.5
9,3,100,0,0,0,0,0,0,0,0,0,0,0,100,0,1,1,0.5
10,1,22,0,0,0,0,0,0,0,0,0,0,0,22,6,1,1,0
10,2,22,0,0,0,0,0,0,0,0,0,0,0,22,1,1,0,0
10,3,22,0,0,0,0,0,0,0,0,0,0,0,22,0,1,1,0
-
stephanehess
- Site Admin
- Posts: 1355
- Joined: 24 Apr 2020, 16:29
Re: MCDEV for land allocation
Hi
many apologies for the slow reply.
Yes, it looks like you could use MDCEV, defining the budget to be the area and including an outside good. But that will only work if there is never a case where the entire area is used up.
Stephane
many apologies for the slow reply.
Yes, it looks like you could use MDCEV, defining the budget to be the area and including an outside good. But that will only work if there is never a case where the entire area is used up.
Stephane