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How We Gather (and How to Interpret) Our Data

Our tables rating individual firms will be more valuable to you if you know how the data were gathered and how they should be interpreted.

Opinion Surveys

Customer survey scores reported on our tables are from our surveys of Consumer Reports and CHECKBOOK subscribers, conducted via mail and the Internet.

Since many firms were rated by rather small numbers of raters, small differences between two firms in the percentage of raters who gave a particular rating (say, "superior") should be ignored. The table below gives a rough guide to minimum differences you should look for in deciding on one firm over another.

When using these survey data, remember that the questions are to some degree subjective and that the differences among firms might be explained by differences in the personalities, backgrounds, critical standards, and other characteristics of the raters or by biases these raters might have.

Complaints

Our ratings tables show the number of complaints filed against individual firms with the Better Business Bureau Serving Minnesota and North Dakota (BBB) for a three-year period.

On the ratings tables we calculate complaint rates, where we are able, by dividing the number of complaints by the best measure we can devise of each firm's business volume and exposure to complaints.

There are limitations to the complaint data. One problem is that some complaints may be unjustified, simply filed by cranks. Another problem is that, in some cases, we didn't have a measure of business volume and therefore couldn't control for differences in firms' exposure to complaints.

We always recommend that you look for substantial differences in complaint counts and rates. We also advise giving little weight to complaint counts if the total count against a firm is less than three or four.

Survey of Firms

To gather much of the other information on our tables, we surveyed the firms. In general, our researchers surveyed firms by phone (sometimes without revealing their affiliation with CHECKBOOK), but in some cases data were collected by mail or from firms' websites, or phone responses were confirmed by mail follow-up.

Price Index Scores

To compute our price index scores, we calculated an average price for each job or item for all the firms that quoted on that job or item. Next we compared each firm's price to the average. One firm might come in at 120 percent of the multi-firm average for a particular job, and another firm might come in at 90 percent. We took each firm's percentage score on each job or item, standardized it, and assigned a weight to each job or item, based on our judgment. We then averaged the standardized, weighted percentage scores to find how the firm compared to other firms overall. Finally, we multiplied this overall percentage score by a flat dollar amount, say, $100.

The price index score, then, is intended to indicate the relative prices we found for the firms, adjusted to the base of this flat dollar amount. These index scores are imperfect for various reasons: for instance, the jobs or items checked may not be representative; the weighting of various jobs or items in the index may not accurately reflect typical expenditure patterns; and the number of jobs or items is small.

Timeliness of the Data

All of the data must be interpreted in view of timeliness. Our customer survey data are from surveys conducted from August 2001 to May 2009. Survey respondents were asked to report on experiences in the preceding year. For the BBB, the complaint data are for a three-year period dating back from a date in June or July 2006. Our price data were collected from May to August 2006.

For the most part, our tables include firms for which we collected 10 or more ratings on our customer survey during the customer survey period mentioned above, but we do not report data for periods prior to firms' changes of name and ownership. As a result, some large firms are not listed at all. If only name or ownership changed, we do report the data. Changes subsequent to the dates listed above may not be taken into account.

Top Ratings

We give checkmarks to firms that score highest on a scoring system that we devise for each service field. Our scoring systems weight the various data in our tables and text based on our subjective judgment of their importance. Since the scores are based entirely on information presented, you can apply your own subjective judgments, and decide whether you prefer firms we have not given checkmarks. Where we do not have important data on a firm, we cannot give our checkmark.


A rough guide for deciding whether the difference between two percentages is important If one firm had this number of ratings: And a second had this number of ratings: Do not give much importance to the difference between percentages unless the difference is at least this many percentage points:
Assuming the average of the two firms' percentages is 50 percent 10
30
60
120
10
30
60
120
45
26
18
13
Assuming the average of the two firms' percentages is 80 percent 10
30
60
120
10
30
60
120
36
21
15
10

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