Week 8: Common Data Collection Methods in Public Administration October 26, 2010 Lecture Notes Prepared by Rebecca Urban Introduction Today’s lecture was divided into two sections: 1. Remainder of the Week 7 lecture on Experimental Design, presented by Prof. Tedds. 2. Lecture on Data Collection a. Use of interviews, documents and observations, presented by Prof. Brady. b. Use of surveys, presented by Prof. Tedds. 1. Research Design: Experimental Design Overview: Introduction Types of (pre) experimental design Experimental design of interest to Public Administration o General features of RCTs o Diagrammatic explanation of RCTs o An example: SPP o Other Examples of RCTs in Public Administration Natural or Quasi-experiments o Examples o Gautreaux Program Key Issues in Experiments o Milgram Introduction: Experimental design is a difficult and costly undertaking Will not be used in 598 reports Is important to know in order to evaluate papers (both in this program and in the ‘real world’) It is attempting to answer explanatory questions and trying to uncover underlying causal relationship Asking if X causes Y There are three criteria for establishing criteria (pro-variation, no rival hypothesis and temporal design) Not all explanatory Questions can be answered using experimental design. Some concepts are difficult to observe (ie. What does it mean to smoke?) Types of (Pre) Experimental Design There are numerous forms of experimental design: One-Shot One-Group Static Group Random Group Pre-Post Randomized Group Solomon Four Group Randomized Block Factorial One-Shot Repeat Latin Square Incomplete Block Youden Square Lattice Square Fractional Factorial Graeco-Latin square Split-plot Covariance Time-series Natural Quasi This lecture focuses on two designs: Pre-Post Randomized Group; and Natural or Quasi Experimental Designs of Interest to Public Administration Exploration of two experimental designs: 1. Randomized controlled trial (RCT) o pre-post design with control group and randomization o There is a debate on whether this is the “gold standard” It does have shortcomings Experimental design can easily be manipulated It is a research design and nothing more Some claim it is great in theory and poor in practical application 2. Natural or Quasi Experimental Design o Takes the RCT design and removes the ability of the researcher to randomize people into groups. Assignment is by nature, not controlled o Provides an alternative to RCT when it is unethical or unfeasible to randomize people into groups General Features of RCTs Causal variable has to be subject to manipulation by the researcher Outcome variable must be observable (both pre-test and post-test) Treatment effects must be observable Random assignment of subjects to one of the two groups o Experimental group (treatment) o Control group (no treatment) The ideal goal would be to take a person and observe them, give them treatment, and then observe the changes. After which you would take that person back in time, give them no treatment, then observe them Diagrammatic Representation of RCT (Boot Camp) Question: Are troubled youth, who participate in a boot camp, less likely to commit criminal offences? Treatment Group: Measure Criminal Behaviour (pre) Treatment Measure Criminal Behaviour (post) Control Group: Measure Criminal Behaviour (pre) No Treatment Measure Criminal Behaviour (post) Results: If the bootcamp has had an effect on the delinquent children there should be a reduction in criminal offences by those in the treatment group An Example: Self Sufficiency Project This is a real example from self-sufficiency project: How single parents on welfare are vulnerable to the welfare trap because welfare is clawed back if they earn so much as a cent (so lose more than they gain by working) Premiums were generous at $12,000 a year so long as you were a long-term recipient of welfare (more than a year). No welfare wall because you go out and earn your money and still get the $12,000 Before treatment both those receiving the premium and those not are acting the same With treatment they go work and start working at a faster rate (appears at first that it has overcome the welfare wall) After 51 months they are almost identical Just shifting behaviour, not changing behaviour Other Examples of RCTs in Public Administration American Examples: Perry Pre-School Project: http://en.wikipedia.org/wiki/High/Scope Project Star: http://www.heros-inc.org/star.htm Moving to Opportunity: http://en.wikipedia.org/wiki/Moving_to_Opportunity Canadian Example: Mincome: http://en.wikipedia.org/wiki/Mincome Natural or Quasi-experiments Removes the ability of the researcher to randomize the groups Randomized experiments are often unethical Conditions seem similar to randomized experiment Rely on chance circumstances mimicking the conditions of a randomized experiment Real-world events have impact on the separation of treatment and control groups Natural Experiments are complicated Examples of Natural Experiments Majority of policy/program change can be viewed as natural experiments Quebec’s Day Care Program Policy changes to EI in 1996 Iceland’s implementation of PAYE (pay as you earn)(there was no taxation) Minimum wage changes in a province Example: Gautreaux Program One of the first cases in the U.S. Concerning access to housing and the results It was the pre-curser to the moving to opportunity program Between 1954 and 1967, the Chicago Housing Authority (CHA) constructed more than 10,300 public housing units. o Most were built in poor, racially segregated neighborhoods. Gautreaux brought a lawsuit in federal court challenging this practice because her plaintiffs believed that it was unfair that CHA residents had to live in these poor areas Key Issues in Experiments There are many known issues with experiments: Selection bias o Treatment and control groups are not the same, selected to increase the results History o Life intervenes in experiments, ie. 9/11 played havoc on experiments Maturation o People mature over period of time for reasons unrelated to the treatment, ie. grow up out of issues, this could make it appear as though your treatment is working when in reality it’s not Mortality or attrition o They are dropping out of the program, ie. those more likely to commit crimes are more likely to drop out Testing/Hawthorne Effect o Testing influences peoples behaviour, I know you’re watching me so I may change my behaviour Instrumentation Effect o Outcome measure is not well defined, may not measure what you intend to Diffusion of Treatment o Occurs when subjects in each of the groups talk to each other, control group changes behaviour to do what they think they should Compensatory Behaviour o Control group compensates for not having the treatment Experimental effects o When the researchers involves themselves into the groups and influences the behaviour, they have a desired outcome Ethical issues o Milgrim, how willing people were to obey instruction even if it the action was wrong or immoral like killing somebody (can cause psychological distress on the participants) Milgram Experiment Study of behavioural obedience Participants asked a question to a person they could not see, but could hear If the person got the answer wrong the participant was told to shock them Some people withdrew, while others gave enough voltage to kill a person and they could hear the screams following every shock from a wrong answer Participants suffered psychological stress, some thought they had killed somebody when in reality they had not 1a. Data Collection: Interviews, Documents and Observations Overview Introduce key features of common data collection methods: Qualitative interviews; Documents; Observation Qualitative Interviews Interviews are a hermeneutic, post-structuralist or post-positivist epistemology Demands proximity to participants and provides insights into the life experiences of those interviewed Centres on interpersonal exchange (the interviewer must learn from experience to fully understand) Interviewing is both a skill and an art It is learnt through study followed by a lot of practice Three broad approaches to interviewing: o Informal conversational interview As though you are just meeting in everyday life. It is just a regular conversation, often don’t understand they are being interviewed o Interview topic guide Listing topics you are going to talk about then go through them in no particular order o Standardized open-ended interview You have set questions, but not set responses, ask in the sequence they are ordered. Worded in a way in which the person is invited to give an open response, not choose a,b,c,d Special Kinds of Interviews 1. Elite interviews (i.e. Senior Public Servants) Well educated and hold positions of relative power 2. Focus Groups Group discussions that are organized to explore people’s views and experiences on specific issues Problems with Focus Groups Video highlighted the numerous problems associated with focus groups (which are commonly used in public policy and political party research) 1. They do not generate substantial results 2. The researcher guides the discussion the way he wants 3. 4. 5. 6. 7. 8. People do not seem overly interested in the topic Should have been more clear in his purpose Seemed like his critiques would promote reluctance in participation Bunch of people with not very informed information Does not work well on controversial issues Could have the group effect if people know each other (i.e. people have roles where some are dominant and others are submissive) Combined Approach The approaches to interviews can often be combined. Could have a standard formal open ended question approach formulated but might have to move towards a more informal approach because of the way your participant answers questions or answers before the question is completely finished. The schedule you have created could end up somewhat different in reality when looking at the questions actually asked. Getting Access Arranging and conducting interviews can be very time consuming. It is easiest to contact mid-rank bureaucrats and professionals. Non-elites Many challenges in trying to contact socially marginalized people o It is hard to find them, you must determine where the frequent in order to advertise, etc. o It is hard to conduct follow-ups as they may not have internet or reliable phone service There is a social distance from the research process o They do not think that their opinions are important o They often give short answers, i.e. yes or no o They are not familiar with the process Elites Elites can often have requests for many interviews and are busy people in general. May have to send many requests. They are usually familiar with the interview process and are willing to talk at length. However, they may have a particular agenda that they want to talk about that could be irrelevant to your subject They often demand assurances and conditions Asking Questions There are six broad types of questions outlined in the readings: Experience & behaviour questions; Opinion & values questions; Feeling questions; Knowledge; Sensory questions; Background/demographic questions In addition each type of question can be asked in three different time frames: Past; Present; Future How open or closed? Elites tend to prefer open ended questions and dislike closed questions Exploratory research tends to have more open questions It is more time consuming and difficult to record, code and analyze open ended questions Respect: Elites expect you to be well informed o Do not ask them anything you can find on the webpage of their ministry (i.e. mission statement) o Do your background research Make it seem as though their experience or expertise is important to the research Do not tape an interviewee without their prior consent If you are not recording the interview be sure to type up notes directly following Do not type notes on your computer, it makes the interview impersonal Practical Information You Should Know About Interviews Dress appropriately Bring extra batteries for your recorder and pens Bring food and beverages Make sure to schedule enough time Interviews are exhausting (mentally, emotionally, and physically) Ensure that you are not conducting the interview in a noisy surrounding Asking Questions: Practical Exercise for 598 Sample Questions: “Could you tell me a bit about your current position and role?” How long have you been working and living in the Fernie area? “Are you aware of the recent debates about water service delivery in West Fernie? What is your perspective on the issue currently?” “How have you been connected to this issue in the past? “How do you feel about the status quo? “What do you think needs to improve/what is fine? “West Fernie residents pay the same rate for water service from the City of Fernie as do City residents. In your opinion is this a fair and equitable rate? “Do you have any concerns about water quality in West Fernie/the City of Fernie?” -These questions appear to be open ended but are not and actually received short answers. -They did not receive the intended answers -It is important to formulate and develop your questions carefully Documents Collecting Documents - Sampling Census: All of a particular population of documents (i.e. all annual reports from 19911996) Random Sample: Random sample of documents (i.e. random sample of newspaper articles on a certain topic) Theoretical Sampling: Evaluate a policy (establish its goals and impacts) Establish a picture of dominant views on a policy or political subject in a particular period Tracking a process (i.e. tracking a new policy process) Collecting Documents: Accessing Publically available documents, i.e. websites, Hansard, etc. Information not publically accessible o Sometimes can be accessed by informally asking the agency o May require an Access to Information Request Observation All interviews involve observation; Concerned here with situations where observations are recorded and reported in research findings; It is a resource and time-intensive collection method. Long term observation can be stressful and the researchers presence alters the setting. Types of Observations Complete participant: conducts research covertly o You don’t tell anyone you’re a researcher. It would be difficult getting this through research ethics Participant as observer: research role is explicit o more common, clear that you are a researcher, but you are still participating in the process Observer as participant and complete observer: observation is clearly structured, other contact is limited. o more of just an observer 1b. Data Collection: Surveys Overview What is Survey Research? Essentials of Survey Design o Deliver o Format o Questions o Pretest o Coding Strengths and Weaknesses of Survey Research What Is Survey Research? Use of a standardized questionnaire to gather data about unit of analysis You do not deviate, there is no clarification and no follow up on questions asked It is Exploratory and causal The key is to design research instruments to fit the research goal If interested in a household will ask the women of the house If interested in a firm will ask managers etc We can obtain facts, perceptions, opinions, attitudes, behaviours Essentials of Survey Research There are 14 steps, but refer to previous weeks because they were covered under research design (i.e. type of question, unit of analysis, boundaries, time frame, sampling methods, etc.) Surveys are often generalized results, but this is not always the case Survey Delivery Methods Mail or Drop off Surveys Email or Internet Based Surveys (survey monkey is a great tool) Telephone Surveys (i.e. Stats Can) In Person Survey Delivery: Strengths and Weaknesses Important to understand the costs and benefits Rule of thumb – 80% is a representative response rate Mail surveys have a response rate of around less than 50% with three follow-ups up to 80% Any response rate less than 50% you really need to think seriously about your questions and who is responding, why are they responding, they tend to have a vested interest in the topic and you won’t get a generalizable result Anything less than 20% is extremely low and is not worthwhile To maximize response rate ask them to participate in advance, include purpose, reasons for participation, if its touching on sexy topics talk about anonymity and confidentiality, send reminders, could offer incentives but be aware of the costs of this Designing & Formatting Surveys Designing and formatting a survey is like writing a paper Organization and formatting has a direct effect on response rate Objective of research will drive questions The longer the survey the more likely people will not do it or will drop out part way through The overall layout: think about how you start o Introduction covering communication about the survey, who’s doing it, who are they associated with, how will results be used, who to contact for more info, how long it will take etc. Want lots of white space, feels more calming Use headings if applicable and easy to read fonts Emphasize important words Number the questions Group similar questions together Have a thank you at the end, it helps to know that it’s been submitted (list who to contact in case of questions) Question Intent Ensure questions are clear and direct. Use language the participants will understand. Three main characteristics: Relevant o Know what you want and design questions accordingly to get the answers you want o Questions should be based on the objectives of the survey and information to be obtained Accurate o Questions that collect data in a reliable and relevant way Necessary o If a question is not pertinent to the subject, do not ask it Question Sequence Good survey design motivates recall Important just like interviewing If you only want a certain type of person weed them out at the beginning First questions should be easy and interesting (keep them involved) Flow should be sensible and geared towards respondents abilities Questions should appear in the section where they should be (i.e. filter questions in the first half, end survey with demographic information) Sensitive questions should be in the middle and not out of the blue Constructing Good Questions Use BOSS: Brief Objective Simple Specific They should be short, ask one at a time, don’t make them complex Be objective: do not assume familiarity with something o Do not their assume mother is alive Avoid abbreviations, jargon and double barrel questions Ask precise questions, do not be vague and ask the specific question Be wary of being argumentative Be careful about forcing a response o Ask yes/no questions but be aware of uncertainty o Give them an option to not answer to avoid bias Question Types Open-ended questions Provides Context Analysis is time consuming and difficult Closed-ended questions One answer Filter Ranked Likert Scale Pretest Give the test to your friends (YOU NOW HAVE PLENTY!) This helps you to understand competency and length as well as the quality of the responses you are receiving Cleaning and Organizing the Data for Analysis How are you going to organize it? What tools are you going to use? Creating and documenting a database structure Cataloguing data into the database Checking the data for accuracy Transforming the data for analytical purposes Strengths of Survey Research Large samples are feasible (because they are short and simple) Useful in describing the characteristics of a large population. Administered from remote locations using mail, email or telephone. Many questions can be asked about a given topic giving considerable flexibility to the analysis. Standardized questions make measurement more precise Standardization ensures that similar data collected from groups then interpreted comparatively Weaknesses of Survey Research Forces researcher to develop questions general enough to be minimally appropriate for all respondents. Surveys are inflexible in that they require the questionnaire to remain unchanged throughout the data collection. Need to ensure a reasonable response rate May be hard for participants to recall information or to tell the truth about a controversial question. Survey research (excluding some interview approaches) can seldom deal with "context."