Probit regression: Potatoes




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Environmental Impact


The effects of genetic modification on the environment are largely unknown. Bioengineered insect resistance has reduced farmers’ applications of environmentally hazardous insecticides. More studies are occurring to help assess the impact of bioengineered plants and organisms on the environment. A couple of studies reported harm to Monarch butterflies from GM crops, but other scientists were not able to recreate the results. The possibility of insects growing resistant to GM crops is a legitimate concern.

Table 1. Characteristics of the Auction Participants





Variable

Definition

Mean

St. Dev

Gender

1 if female

0.62

0.49

Age

The participant’s age

49.5

17.5

Married

1 if the individual is married

0.67

0.47

Education

Years of schooling

14.54

2.25

Household

Number of people in participant’s household

2.78

1.65

Income

The households income level (in thousands)

57.0

32.6

White

1 if participant is white

0.90

0.30

Read_L*

1 if never reads labels before a new food purchase

0.01

0.11




1 if rarely reads labels before a new food purchase

0.11

0.31




1 if sometimes reads labels before a new food purchase

0.31

0.46




1 if often reads labels before a new food purchase

0.37

0.48




1 if always reads labels before a new food purchase

0.20

0.40

Informed*

1 if an individual considered themselves at least somewhat informed regarding genetically modified foods

0.42

0.49

Labels1

1 if the treatment bid on foods with GM labels in round 1

0.52

0.50

__________________________________________________________________________________________
*Information about participant’s prior beliefs; information collected from participants in pre-auction
questionnaire.
Table 2. Mean bids for participants, excludes double-zero bids


  1. Mean bids – all participants








n

mean bid

std. dev.

Median

Minimum

Maximum

GM OIL

146

1.07

0.81

0.99

0

3.99

OIL

146

1.24

0.78

1.00

0

3.79

GM CHIPS

155

1.03

0.85

0.99

0

3.99

CHIPS

155

1.20

0.81

1.00

0.05

4.99

GM POTATOES

159

0.84

0.66

0.75

0

3

POTATOES

159

0.98

0.65

0.89

0

3.89


  1. Mean bids when participants only received positive information.






n

mean bid

std dev

Median

Minimum

Maximum

GM OIL

26

1.56

0.73

1.50

0

2.99

OIL

26

1.54

0.79

1.55

0

3.50

GM CHIPS

30

1.31

0.72

1.13

0

2.99

CHIPS

30

1.36

0.72

1.18

0.05

2.99

GM POTATOES

27

1.30

0.71

1.25

0

2.50

POTATOES

27

1.26

0.67

1.25

0

2.00



  1. Mean bids when participants only received negative information.






n

mean bid

std dev

Median

Minimum

Maximum

GM OIL

26

0.79

0.82

0.50

0

3.25

OIL

26

1.22

0.65

1.00

0.25

2.49

GM CHIPS

29

0.81

0.94

0.50

0

3.99

CHIPS

29

1.25

1.02

1.00

0.05

4.99

GM POTATOES

29

0.61

0.68

0.50

0

2.75

POTATOES

29

0.98

0.88

0.75

0.05

3.89



  1. Mean bids when participants received both positive and negative information.






n

mean bid

std dev

Median

Minimum

Maximum

GM OIL

24

0.68

0.55

0.50

0

1.79

OIL

24

0.90

0.72

0.85

0

3.00

GM CHIPS

23

0.68

0.74

0.35

0

2.25

CHIPS

23

0.81

0.79

0.49

0.05

2.75

GM POTATOES

26

0.50

0.39

0.50

0

1.50

POTATOES

26

0.70

0.43

0.50

0.05

1.60




  1. Mean bids when participants received both positive and third-party information.






n

mean bid

std dev

Median

Minimum

Maximum

GM OIL

26

1.12

0.62

1.00

0

2.39

OIL

26

1.14

0.57

1.00

0.10

2.39

GM CHIPS

25

1.24

0.77

1.19

0

2.79

CHIPS

25

1.33

0.73

1.16

0.20

2.89

GM POTATOES

26

0.92

0.45

0.99

0

1.85

POTATOES

26

0.93

0.39

0.99

0.25

1.90




  1. Mean bids when participants received both negative and third-party information.






n

mean bid

std dev

Median

Minimum

Maximum

GM OIL

21

1.33

1.05

1.25

0

3.99

OIL

21

1.60

0.97

1.50

0.49

3.79

GM CHIPS

25

1.12

0.97

0.99

0

3.50

CHIPS

25

1.38

0.77

1.01

0.49

3.00

GM POTATOES

27

0.89

0.77

0.89

0

3.00

POTATOES

27

1.14

0.67

0.99

0.50

3.00




  1. Mean bids when participants received positive, negative and third party information.






n

mean bid

std dev

Median

Minimum

Maximum

GM OIL

23

0.94

0.77

0.95

0

2.75

OIL

23

1.06

0.82

1.00

0.05

3.29

GM CHIPS

23

0.95

0.81

0.85

0

3.25

CHIPS

23

0.95

0.66

0.99

0.1

2.89

GM POTATOES

24

0.82

0.61

1.00

0

1.99

POTATOES

24

0.84

0.55

0.84

0.01

2.00



Table 3: Percentage of consumers who bid zero for a GM-labeled food item. (When a consumer bids zero for both GM and non-GM version of a
commodity their bids are not included)


Observations
Out of market
Percent out of market
All goods
165
17
10.3%
Vegetable Oil, only
146
13
8.9%
Tortilla Chips, only
155
20
12.9%
Potatoes, only
159
20
12.6%

Table 4: Percentage of consumers who’s bid for the GM-labeled food is 2/3’s the amount they bid for the plain labeled food, or lower.
(When a consumer bids zero for both GM and non-GM version of a
commodity their bids are not included)



Observations
Out of market
Percent out of market
All goods
165
27
16.4%
Vegetable Oil, only
146
28
19.2%
Tortilla Chips, only
155
37
23.9%
Potatoes, only
159
35
22.0%
Table 5: Range of estimates from Probit model on probability a consumer is pushed out of the market for each of the GM-labeled foods. (TRY PROBIT WITHOUT POSITIVE INFORMATION)


Food product

Weak test – negative information

Strong test– negative information


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