~CHAPTER NINE Qualitative Procedures Q ualitative procedures demonstrate a different approach to scholarly inquiry than methods of quantitative research. Qualitative inquiry employs different philosophical assumptions; strategies of inquiry; and methods of data collection. analysis. and interpretation. Although the processes are similar. qualitative procedures rely on text and image data, have unique steps in data analysis. and draw on diverse strategies of inquiry. In fact. the strategies of inquiry chosen in a qualitative project have a dramatic influence on the procedures, which, even within strategies. are anything but uniform. Looking over the landscape of qualitative procedures shows diverse perspectives ranging from social justice thinking (Denzin & Lincoln, 2005). to ideological perspectives (Lather, 1991), to philosophical stances (Schwandt. 2000). to systematic procedural guidelines (Creswell. 2007; Corbin & Strauss. 2007). All perspectives vie for center stage in this unfolding model of inquiry called qualitative research. This chapter attempts to combine many perspectives. provide general procedures. and use examples liberally to illustrate variations in strategies. This discussion draws on thoughts provided by several authors writing about qualitative proposal design (e.g.. see Berg. 2001: Marshall & Rossman, 2006; Maxwell, 2005: Rossman & Rallis, 1998). The topics in a proposal section on procedures are characteristics of qualitative research, the research strategy, the role of the researcher, steps in data collection and analysis. strategies for validity, the accuracy of findings. and narrative structure. Table 9.1 shows a checklist of questions for designing qualitative procedures. THE CHARACTERISTICS OF QUALITATIVE RESEARCH For many years. proposal writers had to discuss the characteristics of qualitative research and convince faculty and audiences as to their legitimacy. Now these discussions are less frequently found in the literature and there is some consensus as to what constitutes qualitative inquiry. Thus, my suggestions about this section of a proposal are as follows: 173 174 Designing Research Table 9.1 A Checklist of Questions for Des1gn1ng a Quoiitat1ve Procedure Are the basic characteristics of qualita~ve studies mentioned? Is the specific type of qualitative strategy of inquiry to be used in the study mentioned? Is the history of, a definition of. and applications for the strategy mentioned? Does the reader gain an understanding of the researcher's role in the study (past historical, social, cultural experiences, personal connections to sites and people, steps in gaining entry, and sensitive ethical issues)? Is the purposeful sampling strategy for sites and individuals identified? Are the specific forms of data collection mentioned and a rationale given for their use? Are the procedures for recording informafton during the data collection procedure mentioned (such as protocols)? Are the data analysis steps identified? Is there evidence that the researcher has organized the data for analysis? Has the researcher reviewed the data generally to obtain a sense of the informaffon? Has coding been used with the data? Have the codes been developed to form a description or to identify themes? Are the themes interrelated to show a higher level of analysis and abstraction? Are the ways that the data will be represented mentioned-such as in tables, graphs, and figures? Have the bases for interpreting the analysis been specified (personal experiences, the literature, questions, action agenda)? Has the researcher mentioned the outcome of the study (developed a theory, provided a complex picture of themes)? Have multiple strategies been cited for validating the findings? e Review the needs of potential audiences for the proposaL Decide whether audience members are knowledgeable enough about the characteristics of qualitative research that this section is not necessary. e If there is some question about their knowledge, present the basic characteristics of qualitative research in the proposal and possibly discuss a Qualitative Procedures 175 recent qualitative research journal article (or study) to use as an example to illustrate the characteristics. • Several lists of characteristics might be used (e.g.. Bogdan & Biklen. 1992; Eisner. 1991; Hatch. 2002; LeCompte & Schensul. 1999; Marshall & Rossman. 2006). but I will rely on a composite analysis of several of these writers that I incorporated into my book on qualitative inquiry (Creswell, 2007). My list captures both traditional perspectives and the newer advocacy, participatory, and self-reflexive perspectives of qualitative inquiry. Here are the characteristics of qualitative research, presented in no specific order of importance: • Natural setting-Qualitative researchers tend to collect data in the field at the site where participants experience the issue or problem under study. They do not bring individuals into a lab (a contrived situation), nor do they typically send out instruments for individuals to complete. This up close information gathered by actually talking directly to people and seeing them behave and act within their context is a major characteristic of qualitative research. In the natural setting, the researchers have face-to-face interaction over time. • Researcher as key instrument-Qualitative researchers collect data themselves through examining documents, observing behavior, or interviewing participants. They may use a protocol-an instrument for collecting data-but the researchers are the ones who actually gather the information. They do not tend to use or rely on questionnaires or instruments developed by other researchers. • Multiple sources of data-Qualitative researchers typically gather multiple forms of data, such as interviews, observations, and documents, rather than rely on a single data source. Then the researchers review all of the data, make sense of it, and organize it into categories or themes that cut across all of the data sources. • Inductive data analysis---Qualitative researchers build their patterns, categories, and themes from the bottom up, by organizing the data into increasingly more abstract units of information. This inductive process illustrates working back and forth between the themes and the database until the researchers have established a comprehensive set of themes. It may also involve collaborating with the participants interactively, so that participants have a chance to shape the themes or abstractions that emerge from the process. • Participants' meanings-In the entire qualitative research process, the researcher keeps a focus on learning the meaning that the participants hold about the problem or issue, not the meaning that the researchers bring to the research or writers express in the literature. • Emergent design-The research process for qualitative researchers is emergent. This means that the initial plan for research cannot be 176 Designing Research tightly prescribed, and all phases of the process may change or shift after the researcher enters the field and begins to collect data. For example, the questions may change, the forms of data collection may shift, and the individuals studied and the sites visited may be modified. The key idea behind qualitative research is to learn about the problem or issue from participants and to address the research to obtain that information. • Theoretical lens--()ualitative researchers often use lens to view their studies, such as the concept of culture, central to ethnography, or gendered, racial, or class differences from the theoretical orientations discussed in Chapter 3. Sometimes the study may be organized around identifying the social, political, or historical context of the problem under study. • lnterpretive--()ualitative research is a form of interpretive inquiry in which researchers make an interpretation of what they see, hear, and understand. Their interpretations cannot be separated from their own backgrounds, history, contexts, and prior understandings. After a research report is issued, the readers make an interpretation as well as the participants, offering yet other interpretations of the study. With the readers, the participants, and the researchers all making interpretations, it is apparent how multiple views of the problem can emerge. • Holistic account-Qualitative researchers try to develop a complex picture of the problem or issue under study. This involves reporting multiple perspectives, identifying the many factors involved in a situation, and generally sketching the larger picture that emerges. A visual model of many facets of a process or a central phenomenon aid in establishing this holistic picture (see, for example, Creswell & Brown, 1992). STRATEGIES OF INQUIRY Beyond these general characteristics are more specific strategies of inquiry. These strategies focus on data collection, analysis, and writing, but they originate out of disciplines and flow throughout the process of research (e.g., types of problems, ethical issues of importance: Creswell, 2007b). Many strategies exist, such as the 28 approaches identified by Tesch (1990). the 19 types in Wolcott's (2001) tree, and the 5 approaches to qualitative inquiry by Creswell (2007). As discussed in Chapter 1, I recommend that qualitative researchers choose from among the possibilities, such as narrative, phenomenology, ethnography, case study, and grounded theory. I selected these five because they are popular across the social and health sciences today. Others exist that have been addressed adequately in qualitative books, such as participatory action research (Kemmis & Wilkinson, 1998) or Qualitative Procedures 177 discourse analysis (Cheek, 2004). For the five approaches, researchers might study individuals (narrative, phenomenology); explore processes, activities, and events (case study, grounded theory); or learn about broad culture-sharing behavior of individuals or groups (ethnography). In writing a procedure for a qualitative proposal, consider the following research tips: • Identify the specific approach to inquiry that you will be using. e Provide some background information about the strategy, such. as its discipline origin, the applications of it, and a brief definition of it (see Chapter 1 for the five strategies of inquiry). • Discuss why it is an appropriate strategy to use in the proposed study. • Identify how the use of the strategy will shape the types of questions asked (see Morse, 1994, for questions that relate to strategies), the form of data collection, the steps of data analysis, and the final narrative. THE RESEARCHER'S ROLE As mentioned in the list of characteristics, qualitative research is interpretative research, with the inquirer typically involved in a sustained and intensive experience with participants. This introduces a range of strategic, ethical, and personal issues into the qualitative research process (Locke et al., 2007). With these concerns in mind, inquirers explicitly identify reflexively their biases, values, and personal background, such as gender, history, culture, and socioeconomic status, that may shape their interpretations formed during a study. In addition, gaining entry to a research site and the ethical issues that might arise are also elements of the researcher's role. • Include statements about past experiences that provide background data through which the audience can better understand the topic, the setting, or the participants and the researcher's interpretation of the phenomenon. e Comment on connections between the researcher and the participants and on the research sites. "Backyard" research (Glesne & Peshkin, 1992) involves studying the researcher's own organization, or friends, or immediate work setting. This often leads to compromises in the researcher's ability to disclose information and raises difficult power issues. Although data collection may be convenient and easy, the problems of reporting data that are biased, incomplete, or compromised are legion. If studying the backyard is necessary, employ multiple strategies of validity (as discussed later) to create reader confidence in the accuracy of the findings. e Indicate steps taken to obtain permission from the Institutional Review Board (see Chapter 4) to protect the rights of human participants. Attach, as an appendix, the approval letter from the IRB and discuss the process involved in securing permission. 178 Designing Research o Discuss steps taken to gain entry to the setting and to secure permission to study the participants or situation (Marshall & Rossman, 2006). It is important to gain access to research or archival sites by seeking the approval of gatekeepers, individuals at the research site that provide access to the site and allow or permit the research to be done. Abrief proposal might need to be developed and submitted for review by gatekeepers. Bogdan and Biklen (1992) advance topics that could be addressed in such a proposal: • Why was the site chosen for study? • What activities will occur at the site during the research study? • Will the study be disruptive? • How will the results be reported? • What will the gatekeeper gain from the study? 0 Comment about sensitive ethical issues that may arise (see Chapter 3, and Berg, 2001). For each issue raised, discuss how the research study will address it. For example, when studying a sensitive topic, it is necessary to mask names of people, places, and activities. In this situation, the process for masking information requires discussion in the proposal. DATA COLLECTION PROCEDURES Comments about the role of the researcher set the stage for discussion of issues involved in collecting data. The data collection steps include setting the boundaries for the study, collecting information through unstructured or semistructured observations and interviews, documents, and visual materials, as well as establishing the protocol for recording information. 0 Identify the purposefully selected sites or individuals for the proposed study. The idea behind qualitative research is to purposefully select participants or sites (or documents or visual material) that will best help the researcher understand the problem and the research question. This does not necessarily suggest random sampling or selection of a large number of participants and sites, as typically found in quantitative research. A discussion about participants and site might include four aspects identified by Miles and Huberman (1994): the setting (where the research will take place), the actors (who will be observed or interviewed), the events (what the actors will be observed or interviewed doing), and the process (the evolving nature of events undertaken by the actors within the setting). 0 Indicate the type or types of data to be collected. In many qualitative studies, inquirers collect multiple forms of data and spend a considerable time in the natural setting gathering information. The collection procedures in qualitative research involve four basic types, as shown in Table 9.2. Qualitative Procedures 179 Table 9.2 Qualitative Data Collection Types. Opt1ons. Advantages. and L1m1tat10ns Data Collection Options Within Advantages of Limitations of Types Types the Type the Type Observations • Complete • Researcher has • Researcher participant- a first-hand may be seen researcher experience with as Intrusive. conceals role participant. • Private • Observer as • Researcher Information participant-role can record maybe of researcher is information as observed that known it occurs. researcher • Participant as • Unusual aspects cannot report. observer- can be noticed • Researcher observation role during may not secondary to observation. have good participant role • Useful in exploring attending and • Complete topics that observing skills. observer- maybe • Certain researcher uncomfortable participants observes without for participants (e.g., children) participating to discuss. may present special problems in gaining rapport. Interviews • Face-to-face- • Useful when • Provides one-on-one, In- participants indirect person interview cannot be Information • Telephone- directly observed. filtered through researcher • Participants can the views of Interviews by provide historical Interviewees. phone information. • Provides • Focus group- • Allows researcher information in researcher control over a designated Interviews the line of place rather participants questioning. than the in a group natural field • E-mail internet setting. Interview • Researcher's presence may bias responses. • Not all people are equally articulate and perceptive. (Continued) 180 Designing Research Table 9.2 (Continued) Data Collec~on Options Within Advantages of Limitations of Types Types the Type the Type Documents • Public • Enables a • Not all people documents. such researcher to are equally as minutes of obtain the articulate and meetings. or language perceptive. newspapers and words of • May be • Private participants. protected documents. such • Can be accessed information as journals. at a time unavailable diaries, or letters convenient to to public researcher-an or private unobtrusive access. source of • Requires the information. researcher to • Represents data search out which are the information thoughtful in that in hard-to-find participants have places. given attention to • Requires compiling them. transcribing • As written or optically evidence, it saves scanning for a researcher the computer time and expense entry. of transcribing. • Materials may be incomplete. • The documents may not be authentic or accurate. Audio-Visual • Photographs • May be an • May be Materials • Videotapes unobtrusive difficult to • Art objects method of Interpret. • Computer collecting data. • May not be software • Provides an accessible • Film opportunity for publicly or participants to privately. directly share • The presence their reality. of an observer • It is creative in (e.g., that it captures photographer) attention visually. maybe disruptive and affect responses. NOTE: This table Includes material taken from Merriam (1998), Bogdan & Biklen (1992). and Creswell (2007). Qualitative Procedures 181 • Qualitative observations are those in which the researcher takes field notes on the behavior and activities of individuals at the research site. In these field notes, the researcher records, in an unstructured or semistructured way (using some prior questions that the inquirer wants to know), activities at the research site. Qualitative observers may also engage in roles varying from a nonparticipant to a complete participant. • In qualitative interviews, the researcher conducts face-to-face interviews with participants, interviews participants by telephone, or engages in focus group interviews, with six to eight interviewees in each group. These interviews involve unstructured and generally open-ended questions that are few in number and intended to elicit views and opinions from the participants. • During the process of research, the investigator may collect qualitative documents. These may be public documents (e.g., newspapers, minutes of meetings. official reports) or private documents (e.g., personal journals and diaries, letters, e-mails). • A final category of qualitative data consists of qualitative audio and visual materials. This data may take the form of photographs, art objects, videotapes, or any forms of sound. • In a discussion about data collection forms, be specific about the types and include arguments concerning the strengths and weaknesses of each type. as discussed in Table 9.2. • Include data collection types that go beyond typical observations and interviews. These unusual forms create reader interest in a proposal and can capture useful information that observations and interviews may miss. For example, examine the compendium of types of data in Table 9.3 that can be used, to stretch the imagination about possibilities, such as gathering sounds or tastes, or using cherished items to elicit comments during an interview. DATA RECORDING PROCEDURES Before entering the field. qualitative researchers plan their approach to data recording. The proposal should identify what data the researcher will record and the procedures for recording data. e Use a protocol for recording observational data. Researchers often engage in multiple observations during the course of a qualitative study and use an observational protocol for recording information while observing. This may be a single page with a dividing line down the middle to separate descriptive notes (portraits of the participants, a reconstruction of dialogue, a description of the physical setting, accounts of particular 182 Designing Research Table 9 3 A List of Qualrtotrve Dolo Collecllon Approaches Observations , Gather field notes by conducting an observation as a participant. , Gather field notes by conducting an observation as an observer. , Gather field notes by spending more time as a participant than as an observer. , Gather field notes by spending more time as an observer than as a participant. , Gather field notes first by observing as an outsider and then moving into the setting and observing as an Insider. Interviews , Conduct an unstructured, open-ended Interview and take interview notes. , Conduct an unstructured, open-ended interview, audiotape the interview, and transcribe it. , Conduct a semistructured interview, audiotape the interview.. and transcribe the interview. • Conduct a focus group interview, audiotape the interview, and transcribe lt. • Conduct different types of interviews: email. face-to-face, focus group, online focus group. telephone interviews Documents • Keep a journal during the research study. • Have a participant keep a journal or diary during the research study. • Collect personal letters from participants. • Analyze public documents (e.g., official memos, minutes. records, archival material). • Examine autobiographies and biographies. • Have participants take photographs or videotapes (i.e., photo elicitation). • Chart audits • Medical records Audio-visual Materials • Examine physical trace evidence (e.g.. footprints in the snow). • Videotape or film a social situation or an individual or group. • Examine photographs or videotapes. • Collect sounds (e.g., musical sounds, a child's laughter, car horns honking). • Collect e-mail messages. • Collect cell phone text messages. • Examine possessions or ritual objects. • Collect sounds, smells, tastes, or any stimuli of the senses. SOURCE: Adapted from Creswell (2007). events, or activities) from reflective notes (the researcher's personal thoughts, such as "speculation, feelings, problems, ideas, hunches, impressions, and prejudices" Bogdan & Biklen, 1992, p. 121). Also written on this form might be demographic information about the time, place, and date of the field setting where the observation takes place. Qualitative Procedures 183 e Use an interview protocol for asking questions and recording answers during a qualitative interview. This protocol includes the following components: • A heading (date, place, interviewer, interviewee) • Instructions for the interviewer to follow so that standard procedures are used from one interview to another • The questions (typically an ice-breaker question at the beginning followed by 4-5 questions that are often the subquestions in a qualitative research plan, followed by some concluding statement or a question, such as, "Who should I visit with to learn more about my questions?" • Probes for the 4-5 questions, to follow up and ask individuals to explain their ideas in more detail or to elaborate on what they have said • Space between the questions to record responses • A final thank-you statement to acknowledge the time the interviewee spent during the interview (see Creswell, 2007) e Researchers record information from interviews by making handwritten notes, by audiotaping, or by videotaping. Even if an interview is taped, I recommend that researchers take notes, in the event that recording equipment fails. If audiotaping is used, researchers need.to plan in advance for the transcription of the tape. e The recording of documents and visual materials can be based on the researcher's structure for taking notes. Typically, notes reflect information about the document or other material as well as key ideas in the documents. It is helpful to note whether the information represents primary material (i.e., information directly from the people or situation under study) or secondary material (i.e., secondhand accounts of the people or situation written by others). It is also helpful to comment on the reliability and value of the data source. DATA ANALYSIS AND INTERPRETATION Discussion of the plan for analyzing the data might have several components. The process of data analysis involves making sense out of text and image data. It involves preparing the data for analysis, conducting different analyses, moving deeper and deeper into understanding the data (some qualitative researchers like to think of this as peeling back the layers of an onion), representing the data, and making an interpretation of the larger meaning of the data. Several generic processes might be stated 184 Designing Research in the proposal that convey a sense of the overall activities of qualitative data analysis, such as the following drawn from my own thoughts (Creswell, 2007) and those of Rossman and Rallis (1998): e It is an ongoing process involving continual reflection about the data, asking analytic questions, and writing memos throughout the study. I say that qualitative data analysis is conducted concurrently with gathering data, making interpretations, and writing reports. While interviews are going on, for example, the researcher may be analyzing an interview collected earlier, writing memos that may ultimately be included as a narrative in the final report, and organizing the structure of the final report. e Data analysis involves collecting open-ended data, based on asking general questions and developing an analysis from the information supplied by participants. e Often we see qualitative data analysis reported in journal articles and books that is a generic form of analysis. In this approach, the researcher collects qualitative data, analyzes it for themes or perspectives, and reports 4-5 themes. I consider this approach to be basic qualitative analysis; today many qualitative researchers go beyond this generic analysis to add a procedure within one of the qualitative strategies of inquiry. For example, grounded theory has systematic steps (Corbin & Strauss, 2007; Strauss & Corbin, 1990, 1998). These involve generating categories of information (open coding), selecting one of the categories and positioning it within a theoretical model (axial coding), and then explicating a story from the interconnection of these categories (selective coding). Case study and ethnographic research involve a detailed description of the setting or individuals, followed by analysis of the data for themes or issues (see Stake, 1995; Wolcott, 1994). Phenomenological research uses the analysis of significant statements, the generation of meaning units, and the development of what Moustakas (1994) calls an essence description. Narrative research employs restorying the participants' stories using structural devices, such as plot. setting, activities, climax, and denouement (Clandinin & Connelly, 2000). As these examples illustrate, the processes as well as the terms differ from one analytic strategy to another. e Despite these analytic differences depending on the type of strategy used, qualitative inquirers often use a general procedure and convey in the proposal the steps in data analysis. An ideal situation is to blend the general steps with the specific research strategy steps. An overview of the data analysis process is seen in Figure 9.1. As a research tip, I urge researchers to look at qualitative data analysis as following steps from the specific to the general and as involving multiple levels of analysis. Qualitative Procedures 185 - InterPreting the Meaning of I.Themes/Descriptions i Interrelating Themes/Description (e.g., grounded theory, ·case·study) i i Themes I I Desc~iption i iValidating the Coding the Data Accuracy of the - Information (hand or computer) i R~ading Through All Data I i Organizing and Preparing Data for Analysis i Raw Data (transcripts, fieldnotes, images, etc.) Figure 9.1 Data Analysis in Qualitative Research This figure suggests a linear. hierarchical approach building from the bottom to the top, but I see it as more interactive in practice; the various stages are interrelated and not always visited in the order presented. These levels are emphasized in the following steps; Step l. Organize and prepare the data for analysis. This involves transcribing interviews. optically scanning material. typing up field notes, or sorting and arranging the data into different types depending on the sources of information. Step 2. Read through all the data. A first step is to obtain a general sense of the information and to reflect on its overall meaning. What general ideas are participants saying? What is the tone of the ideas? What is the impression of the overall depth, credibility. and use of the information? Sometimes qualitative researchers write notes in margins or start recording general thoughts about the data at this stage. 186 Designing Research Step 3. Begin detailed analysis with a coding process. Coding is the process of organizing the material into chunks or segments of text before bringing meaning to information (Rossman & Rallis, 1998, p. 171). It involves taking text data or pictures gathered during data collection, segmenting sentences (or paragraphs) or images into categories, and labeling those categories with a term, often a term based in the actual language of the participant (called an in vivo term). Before proceeding to Step 4, consider some remarks that will provide detailed guidance for the coding process. Tesch (1990, pp. 142-145) provides a useful analysis of the process in eight steps: l. Get a sense of the whole. Read all the transcriptions carefully. Perhaps jot down some ideas as they come to mind. 2. Pick one document (i.e., one interview)-the most interesting one, the shortest, the one on the top of the pile. Go through it, asking yourself, "What is this about?" Do not think about the substance of the information but its underlying meaning. Write thoughts in the margin. 3. When you have completed this task for several participants, make a list of all topics. Cluster together similar topics. Form these topics into columns, perhaps arrayed as major topics, unique topics, and leftovers. 4. Now take this list and go back to your data. Abbreviate the topics as codes and write the codes next to the appropriate segments of the text. Try this preliminary organizing scheme to see if new categories and codes emerge. 5. Find the most descriptive wording for your topics and turn them into categories. Look for ways of reducing your total list of categories by grouping topics that relate to each other. Perhaps draw lines between your categories to show interrelationships. 6. Make a final decision on the abbreviation for each category and alphabetize these codes. 7. Assemble the data material belonging to each category in one place and perform a preliminary analysis. 8. If necessary, recode your existing data. These eight steps engage a researcher in a systematic process of analyzing textual data. Variations exist in this process. As a research tip, I encourage qualitative researchers to analyze their data for material that can address the following: e Codes on topics that readers would expect to find, based on the past literature and common sense Qualitative Procedures 187 • Codes that are surprising and that were not anticipated at the beginning of the study • Codes that are unusual, and that are, in and of themselves, of conceptual interest to readers (e.g.. in Asmussen and Creswell, 1995, we identified retriggering as one of the codes/themes in the analysis that suggested a new dimension for us to a gunman incident on campus and that seemed to connect with experiences of others on campus) • Codes that address a larger theoretical perspective in the research As an alternative conceptualization, consider the list by Bogdan and Bilden (1992, pp. 166-172) of the types of codes that they look for in a qualitative database: e Setting and context codes e Perspectives held by subjects • Subjects' ways of thinking about people and objects e Process codes e Activity codes e Strategy codes e Relationship and social structure codes • Preassigned coding schemes One further issue about coding is whether the researcher should (a) develop codes only on the basis of the emerging information collected from participants, (b) use predetermined codes and then fit the data to them, or (c) use some combination of predetermined and emerging codes. The traditional approach in the social sciences is to allow the codes to emerge during the data analysis. In the health sciences, a popular approach is to use predetermined codes based on the theory being examined. In this case, the researchers might develop a qualitative codebook. a table or record that contains a list of predetermined codes that researchers use for coding the data. This codebook might be composed with the names of codes in one column, a definition of codes in another column, and then specific instances (e.g.. line numbers) in which the code was found in the transcripts. Having such a codebook is invaluable when multiple researchers are coding the data from different transcripts. This codebook can evolve and change during a study based on close analysis of the data, even when the researcher is not starting from an emerging code perspective. For researchers who have a distinct theory they want to test in their projects, I would recommend that a preliminary codebook be developed for coding the data and permit the codebook to develop and change ba~ed on 188 Designing Research the information learned during the data analysis. The use of a codebook is especially helpful for fields in which quantitative research dominates and a more systematic approach to qualitative research is needed. Returning to the general coding process, some researchers have found it useful to hand code qualitative transcripts or information, sometimes using color code schemes and to cut and paste text segments onto note cards. This is a laborious and time-consuming approach. Others tend to use qualitative computer software programs to help code, organize, and sort information that will be useful in writing the qualitative study. Several excellent computer software programs are available, and they have similar features: good tutorials and demonstration CDs, ability to incorporate both text and image (e.g., photographs) data, the feature of storing and organizing data, the search capacity of locating all text associated with specific codes, interrelated codes for making queries of the relationship among codes, and the import and export of qualitative data to quantitative programs, such as spreadsheets or data analysis programs. The basic idea behind these programs is that using the computer is an efficient means for storing and locating qualitative data. Although the researcher still needs to go through each liue of text (as in transcriptions) and assign codes, this process may be faster and more efficient than hand coding. Also, in large databases, the researcher can quickly locate all passages (or text segments) coded the same and determine whether participants are responding to a code idea in similar or different ways. Beyond this, the computer program can facilitate comparing different codes (e.g., How do males and females-the first code of gender-differ in terms of their attitudes to smoking-a second code) These are just a few features of the software programs that make them a logical choice for qualitative data analysis over hand coding. As with any software program, qualitative software programs require time and skill to learn and employ effectively, although books for learning the programs are widely available (e.g., Weitzman & Miles, 1995). Most of the programs are available only on the PC platform. The computer software programs that my staff and I use in my research office are these: • MAXqda (http://www.maxqda.com/). This is an excellent PC-based program from Germany that helps researchers systematically evaluate and interpret qualitative texts. It has all of the features mentioned earlier. • Atlas.ti (http://www.atlasti.com). This is another PC-based program from Germany that enables a researcher to organize text. graphic, audio, and visual data files, along with coding, memos and findings, into a project. • QSR NVivo (http://www.qsrinternational.com/) This program, from Australia, features the popular software program N6 (or Nud.ist) and NVivo concept mapping in combination. It is available only for Windows PC. Qualitative Procedures 189 • HyperRESEARCH (http://www.researchware.com/). This is a program available for either the MAC or PC. It is an easy-to-use qualitative software package enabling users to code, retrieve, build theories, and conduct analyses of the data. Step 4. Use the coding process to generate a description of the setting or people as well as categories or themes for analysis. Description involves a detailed rendering of information about people, places, or events in a setting. Researchers can generate codes for this description. This analysis is useful in designing detailed descriptions for case studies, ethnographies, and narrative research projects. Then use the coding to generate a small number of themes or categories, perhaps five to seven categories for a research study. These themes are the ones that appear as major findings in qualitative studies and are often used to create headings in the findings sections of studies. They should display multiple perspectives from individuals and be supported by diverse quotations and specific evidence. Beyond identifying the themes during the coding process, qualitative researchers can do much with themes to build additional layers of complex analysis. For example, researchers interconnect themes into a story line (as in narratives) or develop them into a theoretical model (as in grounded theory). Themes are analyzed for each individual case and across different cases (as in case studies) or shaped into a general description (as in phenomenology). Sophisticated qualitative studies go beyond description and theme identification and into complex theme connections. Step 5. Advance how the description and themes will be represented in the qualitative narrative. The most popular approach is to use a narrative passage to convey the findings of the analysis. This might be a discussion that mentions a chronology of events, the detailed discussion of several themes (complete with subthemes, specific illustrations, multiple perspectives from individuals, and quotations) or a discussion with interconnecting themes. Many qualitative researchers also use visuals, figures, or tables as adjuncts to the discussions. They present a process model (as in grounded theory), advance a drawing of the specific research site (as in ethnography), or convey descriptive information about each participant in a table (as in case studies and ethnographies). Step 6. A final step in data analysis involves making an interpretation or meaning of the data. Asking, "What were the lessons learned?" captures the essence of this idea (Lincoln & Guba, 1985). These lessons could be the researcher's personal interpretation, couched in the understanding that the inquirer brings to the study from her or his own culture, history, and experiences. It could also be a meaning derived from a comparison of the findings with information gleaned from the literature or theories. In this way. authors suggest that the findings confirm past information or diverge from it. It can also suggest new questions that need to be asked-