Principles of Constructing Research Instruments Statistical Analysis with Software Applications Learning Objectives At the end of this module, the students should be able to: 1.Analyze the different types of items that may be used for questionnaires and; 2. Construct Likert scale items. Survey Research Basic Steps of Survey Research • Step 1: State the goals of the research. • Step 2: Develop the budget (time, money, staff). • Step 3: Create a research design (target population, frame, sample size). • Step 4: Choose a survey type and method of administration. Applied Statistics in Business and Economics by Doane and Seward Survey Research Basic Steps of Survey Research • Step 5: Design a data collection instrument (questionnaire). • Step 6: Pretest the survey instrument and revise as needed. • Step 7: Administer the survey (follow up if needed). • Step 8: Code the data and analyze it. Applied Statistics in Business and Economics by Doane and Seward Survey Research Survey Types Type of Survey Characteristics Mail You need a well-targeted and current mailing list (people move a lot). Low response rates are typical and nonresponse bias is expected (nonrespondents differ from those who respond). Zip code lists (often costly) are an attractive option to define strata of similar income, education, and attitudes. To encourage participation, a cover letter should clearly explain the uses to which the data will be put. Plan for follow-up mailings. Applied Statistics in Business and Economics by Doane and Seward Survey Types Type of Survey Characteristics Telephone Random dialing yields very low response and is poorly targeted. Purchased phone lists help reach the target population, though a low response rate still is typical (disconnected phones, caller screening, answering machines, work hours, no-call lists). Other sources of nonresponse bias include the growing number of non-English speakers and distrust caused by scams and spams. Applied Statistics in Business and Economics by Doane and Seward Survey Types Type of Survey Characteristics Interviews Interviewing is expensive and timeconsuming, yet a trade-off between sample size for high-quality results may still be worth it. Interviews must be carefully handled so interviewers must be well-trained – an added cost. But you can obtain information on complex or sensitive topics (e.g., gender discrimination in companies, birth control practices, diet and exercise habits). Applied Statistics in Business and Economics by Doane and Seward Survey Types Type of Survey Characteristics Web Web surveys are growing in popularity, but are subject to nonresponse bias because those who participate may differ from those who feel too busy, don’t own computers or distrust your motives (scams and spam are again to blame). This type of survey works best when targeted to a well-defined interest group on a question of self-interest (e.g., views of CPAs on new proposed accounting rules, frequent flyer views on airline security). Applied Statistics in Business and Economics by Doane and Seward Survey Types Type of Survey Characteristics Direct This can be done in a controlled setting (e.g., Observation psychology lab) but requires informed consent, which can change behavior. Unobtrusive observation is possible in some nonlab settings (e.g., what percentage of airline passengers carry on more than two bags, what percentage of SUVs carry no passengers, what percentage of drivers wear seat belts). Applied Statistics in Business and Economics by Doane and Seward Survey Guidelines (Table 2.13) Planning Design Quality What is the purpose of the survey? Consider staff expertise, needed skills, degree of precision, budget. Invest time and money in designing the survey. Use books and references to avoid unnecessary errors. Take care in preparing a quality survey so that people will take you seriously. Applied Statistics in Business and Economics by Doane and Seward Survey Guidelines (Table 2.13) Pilot Test Pretest on friends or co-workers to make sure the survey is clear. Buy-in Improve response rates by stating the purpose of the survey, offering a token of appreciation or paving the way with endorsements. Expertise Work with a consultant early on. Applied Statistics in Business and Economics by Doane and Seward Survey Research Questionnaire Design • Use a lot of white space in layout. • Begin with short, clear instructions. • State the survey purpose. • Assure anonymity. • Instruct on how to submit the completed survey. Applied Statistics in Business and Economics by Doane and Seward Survey Research Questionnaire Design • Break survey into naturally occurring sections. • Let respondents bypass sections that are not applicable (e.g., “if you answered no to question 7, skip directly to Question 15”). • Pretest and revise as needed. • Keep as short as possible. Applied Statistics in Business and Economics by Doane and Seward Survey Research Questionnaire Design (Table 2.14) Type of Question Example Open-ended question Briefly describe your job goals. Fill-in-the-blank How many times did you attend formal religious services during the last year? ________ times Check boxes Which of these statistics packages have you ever used? ❑ SAS ❑ Visual Statistics ❑ SPSS ❑ MegaStat ❑ Systat ❑ Minitab Applied Statistics in Business and Economics by Doane and Seward Survey Research Questionnaire Design ( Type of Question Ranked choices Example “Please evaluate your dining experience” Excellent Good Fair Poor Food ❑ ❑ ❑ ❑ Service ❑ ❑ ❑ ❑ Ambiance ❑ ❑ ❑ ❑ Cleanliness ❑ ❑ ❑ ❑ Overall ❑ ❑ ❑ ❑ Applied Statistics in Business and Economics by Doane and Seward Survey Research Questionnaire Design Type of Question Example Pictograms “What do you think of the President’s economic policies?” (circle one) Likert scale Statistics is a difficult subject. Neither Strongly Slightly Agree Nor Slightly Strongly Agree Agree Disagree Disagree Disagree ❑ ❑ ❑ ❑ ❑ Applied Statistics in Business and Economics by Doane and Seward Survey Research Question Wording • The way a question is asked has a profound influence on the response. For example, 1. Shall state taxes be cut? 2. Shall state taxes be cut, if it means reducing highway maintenance? 3. Shall state taxes be cut, it means firing teachers and police? Applied Statistics in Business and Economics by Doane and Seward Survey Research Question Wording • Make sure you have covered all the possibilities. For example, Are you married? ❑ Yes ❑ No • Overlapping classes or unclear categories are a problem. For example, How old is your father? ❑ 35 – 45 ❑ 45 – 55 ❑ 55 – 65 ❑ 65 or older Applied Statistics in Business and Economics by Doane and Seward Survey Research Coding and Data Screening • Responses are usually coded numerically (e.g., 1 = male 2 = female). • Missing values are typically denoted by special characters (e.g., blank, “.” or “*”). • Discard questionnaires that are flawed or missing many responses. • Watch for multiple responses, outrageous or inconsistent replies or range answers. • Follow-up if necessary and always document your data-coding decisions. Applied Statistics in Business and Economics by Doane and Seward Survey Research Data File Format • Enter data into a spreadsheet or database as a “flat file” (n subjects x m variables matrix). Applied Statistics in Business and Economics by Doane and Seward Survey Research Advice on Copying Data • Using commas (,), dollar signs ($), or percents (%) as part of the values may result in your data being treated as text values. • A numerical variable may only contain the digits 0-9, a decimal point, and a minus sign. • To avoid round-off errors, format the data column as plain numbers with the desired number of decimal places before you copy the data to a statistical package. Applied Statistics in Business and Economics by Doane and Seward Group Work Construct a15-tem questionnaire using Likert Scale Items by following the steps given below: 1.Identify the attitude to measure. 2.Create 30 potential items. 3.Assign at least 3 members that will judge the potential item based on its relevance to the attitude. 4.Submit the list of potential items together with the judges’ rating. Chap 1-22 Statistics for Managers Using Microsoft Excel, 5e © 2008 Pearson Prentice-Hall, Inc. References Baylon, B. P., Macapagal, N. R., & Noble, N.M (2012). Statistics for Management (2012 ed.). Doane, D. P., & Seward, L. W. (2019). Applied statistics in business and economics. New York, NY: McGraw-Hill/Irwin,.