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Table 2 Data mining results, linear regression, class (dependent) variable: total NEMS score

From: Optimizing data collection for public health decisions: a data mining approach

Stores: NEMS-S survey item

Item response

Value

Coefficient (SE)

Banana quality

Acceptable, not acceptable/available

1, 0

3.477 (0.641)

Apples available

yes, no

1, 0

2.513 (0.640)

Carrots available

yes, no

1, 0

1.657 (0.969)

Lettuce available

yes, no

1, 0

3.650 (0.963)

Fat free hotdogs available - any brand

yes, no

1, 0

6.501 (0.607)

Baked chips available – any brand

yes, no

1, 0

3.263 (0.357)

Whole wheat bread available - any brand

yes, no

1, 0

1.368 (0.367)

Skim or low-fat milk available (any size)

yes, no

1, 0

1.725 (0.482)

Half gallon milk price: skim or low-fat compared to whole

regular > skim/lowfat, regular < skim/lowfat

1, 0

1.966 (0.347)

Correlation coefficient = 0.921

constant

3.322 (0.502)

Restaurants: NEMS-R survey item

Item response

Value

Coefficient (SE)

Nutrition information available on-site

yes, no

1, 0

3.901 (0.614)

Identification of healthier menu items on take-away menu

yes, no

1, 0

3.617 (0.620)

Identification of healthier menu items on website menu

yes, no

1, 0

3.445 (0.597)

Nutrition information posted near POP1 or available in brochure

yes, no

1, 0

2.997 (0.635)

Signs, table tents, displays highlight healthy menu options

yes, no

1, 0

2.450 (0.790)

Signs, table tents, displays encourage healthy eating

yes, no

1, 0

3.243 (0.832)

Baked chips available

yes, no

1, 0

2.756 (0.620)

100% wheat or whole grain bread available

yes, no

1, 0

4.735 (0.497)

100% fruit juice available

yes, no

1, 0

2.496 (0.481)

1% low-fat, skim, or non-fat milk available

yes, no

1, 0

2.109 (0.529)

Fruit (w/out added sugar) available

yes, no

1, 0

3.368 (0.493)

Non-fried vegetables (w/out added sauce)

yes, no

1, 0

4.071 (0.396)

Main dish salads: healthy options available

yes, no

1, 0

2.614 (0.417)

Main dishes/entrees: healthy options available

yes, no

1, 0

2.763 (0.476)

Healthy entrees identified on menu

yes, no

1, 0

3.177 (0.534)

All-you-can-eat or “unlimited trips”

yes, no

1, 0

-4.882 (0.560)

Correlation coefficient = 0.936

constant

1.034 (0.280)

  1. 1Point of purchase.