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July 22, 2018

Ph.D Update: Data Analysis Is The Dominating Task!

Data analysis has dominated the past couple of weeks, although, whilst engaging with data analysis, I have been continuously engaged with other areas of thought and practice:


· The characteristics of the phenomenon of interest
· The nature, complexity, nuances, and functionality of the specific data source, including comparisons with other sources
· The nature and functions of the social learning context in comparison with other contexts
· Evaluation, critiques and reflections of thematic analysis so far, and comparative observations with other methodologies and methods


Essentially this encompasses four levels of thinking: the phenomenon itself, the data source, the more general learning context, and the research design. All thoughts and processes of evaluations, etc. are situated not just within the research context but also within the context of my philosophical beliefs.


Everything is a work in progress. As I progress through the data analysis phase, my thoughts, interpretations, observations, hypotheses and questions shall be continuously refined in order to more effectively reflect the true reality (remember, I am a realist) of what is occurring in the data. Coding is always a work in progress and all that I am thinking about, observing, hypothesising, questioning etc has developed from earlier coding efforts in the Ph.D.


As I shall be explaining more in the thesis, coding is not just a mechanistic act of labelling meanings and activities in the data, but is an active, engaging, dynamic, nuanced, flexible and adaptable method for analysing qualitative data that (I shall argue) plays a part in understanding the truth of what is happening in the data.


Currently, therefore, I am progressing through the “opening” stage of the analysis phase. This “opening” stage is based on the coding and reanalysis of the data corpus. I am continuously revisiting what I have coded before, and continuously reanalysing and recoding, in order to ensure that the codes are as reflective of the nature and function of the data segments as possible. This shall then help to develop themes that, although constructed on a more theoretical plane, are as close to the data as possible.


I am breaking the context of the data corpus down stage by stage. In the first stage that has been ongoing for a few months on and off, I coded all the way through the data corpus without much thought for nuances and context. It was simply a matter of initially understanding the meanings and functions of the data segments though if nuances and contextual influences were immediately obvious then these would be considered.


What I am doing currently is the next level: I am breaking the data corpus down and really exploring the context and nuances of each data segment, along with developing an understanding of the way in which these segments logically connect with and relate to each other on various levels and various purposes. Additionally, this level involves the rechecking of codes to ensure they reflect the reality of what is being expressed in the segment, and to alter the codes if necessary. This deeper approach to understanding the data is in my view more relative to the research questions.


The study of the nuances and contexts is based on what I have observed during my time of using grounded theory, and which led to moving away from grounded theory as has been documented on this blog and which is being documented in the thesis methodology chapter. It is all ultimately based on what I perceive and interpret within the data, but this is not a subjective, relativist approach. As a part of the theme development I shall be exploring the codes and segments again and test all that I observe. E.g., just because I have coded a segment to represent a particular feature or activity does not mean that I am objectively correct: this correctness, perhaps, comes from repeatable observations of similar data characteristics. This idea is taken from the abductive reasoning method. This shall be discussed further at the time of theme development.


Along with the coding, I have been writing theoretical memos (an aspect of Grounded Theory I have liked, so have included it in my own approach), which serve the purpose of documenting and recording all my thinking, observations, thoughts, hypotheses and questions about each data segment, and also of the meaning, nature, function and representativeness of each code.


This coding level is ongoing and work in progress, but there are already some interesting insights and points of discussion. Nevertheless, my understanding of the relationship between segments, the impact of contextual and situated conditions, and the emergence or development of meaning and activities shall continue to develop and refine as I progress through this analytical phase.


All this shall lead onto the development of themes, which operate and are constructed at the latent level and are constructed through combining, in some way, multiple, different, though similar codes (as discussed in the previous post: I shall be talking more about the development of themes soon). My understanding of themes so far is leading me to think of a theme as a core aspect of a phenomenon of interest that describes and explains the phenomenon’s behaviour and helps to characterise its theoretical existence. Thematic theoretical insights are drawn from the data, and tested against the data.


Speaking of themes, I have made enough observations in the data to tentatively suggest the existence of two themes, and the way in which these themes could relate to each other. At a push I could suggest I have observed four themes, but I am not convinced or at least not as certain about two of the themes as I am with the first two themes I came to observe. These themes, and possibly more, shall be identified, defined, developed, and established following this coding phase. At the moment I have put the thoughts of these themes aside as I do not want to restrict my thinking and open mindedness during the rest of the coding phase. There is a danger that if I did become too fixated in the idea of exploring to prove these themes, I might miss out on something that might be obscure but is equally as important.


That’s over a thousand words and I haven’t scratched the surface!


I intend on writing some more posts during the week related to the four points made at the beginning of the post, but honestly, I’d rather focus on data analysis. But when I get the chance I shall post up more posts!


‘Till next time!


June 29, 2018

Ph.D Update: Venturing Back To Data Analysis

Since the previous blog post I have returned to data analysis: I have reanalysed previously analysed data, managed to organise my data corpus and where I can find more data to analyse if need be, and have begun to identify potential themes and their potential relationships with each other based on the observations made of the data and coding completed so far. These themes, once determined to actually exist through further analysis, shall then become the core themes of the phenomenon of interest and, therefore, become objects of further data analysis in the phase following thematic analysis. Because more coding needs to be completed I cannot say with any solid certainty that these themes will manifest into core themes that become the focus of the rest of the analysis process; however, I have made enough observations to potentially suggest that the identified themes will be the main themes and any other themes are likely to be sub themes. An open mind, however, is still required and as I code through the data and enter the next stage of thematic analysis, I could potentially identify more core themes.


What have I done in order to reach the current point of coding? The very first step before even coding the data is to become familiar with your data. This has been a journey in itself as I battled with different philosophical perspectives and the most efficient and effective lens from which the particular kind of text should be analysed. I am more or less settled with this now and in the thesis it is a case of detailing what my philosophical beliefs are, the way in which these impact the way in which I perceive, engage with, and interpret the data, and the way in which they relate to the research problem and research questions, and fit in with the rest of the research design.

Away from Philosophy however and onto the data level, becoming familiar with the data makes sense as this gives you the widest scope and the widest sense of the nature of the data. It is through familiarising yourself with the data that you can begin to view high level, abstract structures, potential hierarchies and forms of organisation within the data. The participants might not have intended their interactions with you as a researcher directly or with each other to produce such structures, but those structures do exist in an external reality and can be reflected unconsciously within certain parts of the data at certain times. The nature and composition of these structures, hierarchies and organisations however depend on the type of text being analysed: interview transcripts, for example, shall differ completely compared with group learning transcripts. What I am finding and have found however is that data familiarity can continue past this familiarity phase and onto the coding phase. From my own experiences, as I code through the data I found myself exploring the date closely and begin to be able to view these hierarchies, structures etc at a closer level. These realisations and characteristics of the data were not revealed immediately however, it has taken several rereads and several rounds of coding in order to fully understand the nature of the data (or at least begin to understand the nature of the data) and to therefore begin to understand the constructs and structures of the data’s particular nature. This is something I shall be talking about to a more indepth level in the thesis. It’s important to state that I am not necessarily observing both “macro” and “micro” structures as what I am following is a micro level analysis set within a particular context. It really depends on what you can observe in the data and it depends on the type of text you are analysing, and the purpose of your research. Sometimes interactions can be theologically and politically influenced, for example, and this can be reflected in the data. It’s arguably simply a matter of working through the data and carefully and comprehensively thinking about what it is you are observing.


As for the coding process I am a certain way through the coding phase. I have identified the data corpus and about halfway through the coding phase. The approach to coding I have adopted is what I call a segment by segment analysis. Some argue for a line by line analysis or a sentence by sentence analysis but I am going to be arguing the ineffectiveness of these analytical approaches within the context of my research. Sometimes, a single line or a single sentence is not enough to capture the event or action that you are observing in the data: sometimes you can observe events and actions within half a sentence or half a line, sometimes they can be observed at a greater level than a sentence or a line. Segment by segment analysis based on the interpretation or observation of meaningful events or actions is a more flexible and pragmatic approach for my research: it enables me to break up each block of data into meaningful segments that can be below or above sentence level. I define a segment as meaningful because that segment contains an event or action that is expressed, described, or in some way engaged with that holds a particular meaning for my research purposes. A single sentence, therefore, could contain multiple meaningful events and activities that would be missed by sentence by sentence and line by line analytical approaches.


I have assigned each of these meaningful segments a code, which represents or encapsulates the general meaning or description of the event or activity that is contained within that segment. Again what this event or activity or action is depends on what you perceive, of what’s important to you and your research, of what relates to your research question and research problem, and what the nature of the transcript is. Previously when I used Grounded Theory I generated many codes and as I went through the previously coded transcript I altered some of the codes, dropped a few, and added new codes in. This time of coding more than ever I feel that I have been able to capture the pure essence of each segment that before I did not capture; I can perceive and observe events and activities in the data and view relationships between segments that I had not been able to previously recognise or identify. This has helped during the coding of further transcripts and even then, I have been observing new occurrences, happenings, events and actions within the data that I had not previously observed in the previous transcripts. Unsurprisingly, I have generated many codes.


The more you read through your data and become familiar with it, the more you learn about your data and therefore, with each reading session, new properties, events, dimensions and even higher level relationships and structures reveal themselves. There is much debate however as to whether or not these observations really do exist in the data, or if it is just what we perceive or observe in the data. This is a complex yet fascinating area of debate and shall be something I shall engage with in the thesis.


As I have been coding I have been writing short theoretical memos. The memos that are written at this stage serve the purpose of documenting continuous and evolving process of thinking and theorising about the codes and the data. The memos describe and explain the motivations, intentions, meanings, production, and context of the meaningful segments as well as the meaning of the code itself, and any other thoughts, hunches, ideas, observations and potential hypotheses, questions and predictions relevant to the research. These memos are very important as they ultimately form a substantial part of the chapters related to research findings and discussions, and, they assist you (along with any journals that you might have) with documenting your analytical and theoretical journey.


Your thinking, theorising, comprehension and understanding develops and progresses as you code through the data, and as you identify similar characteristics and the differences between them as well as, therefore, the similarities and differences between similarly coded data segments and, which can form the starting point of identifying and developing your themes, but that’s another aspect of the analysis to cover in another blog post!


June 22, 2018

Ph.D Update: Research Methods

Since my previous update, I have been reading more about thematic analysis and discourse analysis, as well as beginning to recode and reanalyse the previously coded data, a process at the time influenced by Grounded Theory.

The reading has illuminated text analysis to be a complex area and therefore, there is no clear or shared consensus of the way in which a specific type of text can be or should be analysed. Different methods and methodological ideas lean towards different type of texts to achieve different purposes and different outcomes; at least, that’s what is perceived from the research methodology textbooks. I think it’s more complex than even that because since I have ideas about methodological fluidity (check earlier blog posts) I think potentially any analytical method can be used for any type of text. The key to all this is to understand your data within the context of the research problem, research questions, research discipline, and your own philosophical beliefs and the extent to which you are consciously aware of the values and importance that your beliefs bring to your research. Within the context of my current thinking about my philosophical beliefs, the research problem and questions, etc. there actually isn’t a single individual approach that convinces me to be the absolute way to analyse data that achieves what I want to know.


This is a challenge because how can I possibly analyse data if I do not know which analytical method is best?


The answer comes from releasing your mind; from allowing your mind to be chained to this idea that a specific analytical method is required to becoming open and sensitive to the data; to allow yourself to become sensitised and to allow the data to speak to you. Obviously I am being guided by the research questions and I have a very general approach to what I am looking for based on the previous readings and analysis of the data via grounded theory, and identifying aspects of the data that grounded theory in my opinion is not able to capture (check previous blog posts). Beyond that I am allowing the text data to “speak” instead of me trying to apply any frameworks to it.


This is challenging, but my thinking is that I shall eventually arrive at either a specific analytical approach beyond the initial stage of thematic analysis, or I shall be able to pragmatically combine different aspects and ideas of different analytical methods in order to enable me to explore the data fully and therefore, enable me to achieve what I want to achieve with the research.


I have read through a variety of different analytical approaches, and what I am finding is there are aspects of these approaches that I think are relevant and aspects that are not. It is from these readings that I am leaning towards the possibility of adopting some sort of pragmatic, functional approach to analysing the data. This would involve the combination of different elements and aspects of different approaches, as long as what I do is relevant to the research purpose and questions, and aligns with my philosophical beliefs. What I will have to do in the thesis is to very carefully, reflectively, critically and analytically describe, critique, evaluate and explain what I am doing, how I am doing things, why I am doing things the way I am doing them, and also evaluate, critique, contrast and compare my approach with other approaches relevant to the analysis of the phenomenon of interest.


I could probably write eighty thousand words for the methodology chapter, nevermind the entire thesis………


This is effectively where I am with the data analysis! I have recoded the data that I have previously coded now under the thinking of thematic analysis instead of grounded theory, and I view no problem so far with the transition of thinking. The current task is simply to recode the data, meaning that I have dropped some of the previous codes and created new codes in order to better represent what is going on in the data. This has come from an increased understanding and awareness of the subject content and the way in which the content can be expressed. And also, I’m going beyond the data: I am beginning to visualise, theorise and conceptualise relationships and patterns within the data, which shall contribute towards theme development as the next part of the thematic analysis as well as the phase beyond thematic analysis. But before I get to that point I shall have to analyse more data than previously as I have changed the scope of data collection and data sampling procedures but I can discuss that another time and more specifically in the thesis.


As I code through the data, develop the themes and then begin to go deeper into the data and explore the contexts and expressions of these themes I shall be able to understand which analytical method is best used for the particular type of text (again, in the context of the research problem, research questions, and my own philosophical beliefs), or which aspects of relevant analytical approaches are best combined in a more pragmatic sense.


This is challenging but fascinating area of research and exploration!


‘till next time!


June 10, 2018

Previous Week's Update Part A: Thesis Writing

I have now switched for the time being from the literature review to the methodology chapter(s). Unsurprisingly, there shall be a substantial amount of editing and rewriting of existing chapter sections as they were written at a time I was using a pure grounded theory approach. I think it would be a mistake however to focus any allocated time frame on just a single thesis chapter because, in my opinion, the construction of a thesis is not a linear process particularly in qualitative research. There is fluidity in the intellectual movement across thesis chapters as they are being constructed and / or edited. As you are reading and writing for a particular chapter, ideas and thoughts relevant for earlier or later chapters might be revealed. Do not fight these happenings and occurrences: record them in whatever way is convenient at a particular time, even if it’s just a few words written down quickly on a piece of paper, so that you can follow up on your ideas at a later time. We all develop a strategy for doing this: for example, I write more extensive ideas down on paper before transferring them to the computer and extending and amending accordingly; any terms I want to explore further I simply type some key words into a search engine and save the results for future exploration. Whatever you do, do not dismiss or undermine any ideas that come to you, because during the Ph.D. so far I have found a lot of value in keeping ideas, documents, papers, word processed pages of previous ideas etc. as it was proven recently that lots of previous work has suddenly become quite relevant. Don’t dismiss or discount anything that comes to you!


The current methodological writing process at the moment is on paper instead of on the computer. I find this beneficial because with writing on paper sometimes I feel that I can explore my own ideas and play with my ideas better than I can on the computer. You could call this experimental writing of ideas, where try to carefully elaborate on my ideas and test according to what is suggested in the literature, and to think carefully about the way that literature supports my ideas. I obviously cannot write a thesis chapter on paper, but what I can do more effectively is to experiment with my writing and with my thoughts. I can also do this on the computer, but I feel that it’s best to start with on paper, but that’s just my preference! Opposition is welcome too, because if you engage with opposing views you can carefully construct a reasonable response that continues to support your views. As long as what you construct is logical and counters the opposing claims in a reasonable way with well grounded elaborations and explanations, supported where necessary and appropriate by relevant literature.


The topic of my current methodological writings is philosophy; more specifically, my ontological beliefs and the way that my ontological beliefs are shaping and guiding the utalisation and perspective of the newly assigned methods, as well as the way they are shaping my views of the type and source of data. Briefly, I consider myself an ontological realist (more moderate than staunched), which impacts, as mentioned, the way that I perceive the value of different types and sources of data, and explains the way in which research methods shall be utalised. Being a realist impacts what I perceive to be real, what I consider to be a more truthful or accurate representation of reality, and therefore the way in which different types and sources of data are to be engaged with in order to best understand this reality. These are the topics I have been writing about and obviously there is much more to think about and, therefore, this is an ongoing process. Obviously as time goes on these notes shall be extended and amended in various ways.


What I intend to do is write the methodological chapter as I go through the analysis process. At least, the sections that more closely relate to the utalisation of these research methods, as the methodology chapter(s) contain sections where you have to explain and critique your own understanding and utalisation of whatever research methodology and methods you use for your research. In the meantime however, I shall be working on elaborating on my philosophical beliefs and their relationship with the research method, and the source and type of data before progressing onto engaging with the first stage of analysis, which shall be reanalysing the data.


More on this in the next blog post!


May 25, 2018

Some Latest Thoughts on the Literature Reviews and Research Design

I have lost count of the amount of times I have rewritten literature review sections and I am now completely rethinking the structure, layout, content and even the number of literature review chapters given the planned changes to the research design. I have quite frankly given up on all ideas of being settled on any kind of literature review format, layout etc. till the day I actually print out the thesis……..


I have a lot of thoughts about the literature reviews. I am now planning on going for at least two literature review chapters with the first engaging with the relationship between society, culture, education and other concepts that I have now come to know as relevant, and the second focussing on the concepts and characteristics of the phenomenon of interest and technologically enhanced learning. The third chapter was going to focus on the exploration and examination of the different theories and models used to explore the phenomenon of interest in different ways. I am not sure now though whether it is best to keep the planned third chapter the way it is, or to discuss and critique existing models and theories when I have developed my own model of what it is I am exploring. However because my research design is emergent, there is a requirement to save critiquing empirical literature most relevant to the phenomenon of interest till the later chapters where literature can be integrated with research findings in order to compare findings, and to authenticate and validate the emerging model or theory. As you can tell I’m not yet decided about the third chapter because of the complexity of the research design……….


Thoughts On The Research Design


The research design has changed because I have now come to fully realise the multi-dimensional and multi-layered nature of the phenomenon of interest. More importantly, I have come to realise or have become more aware of the characteristics of the data that I want to explore as a result of further rereads of the data and, therefore, the result of coming to realise that Grounded Theory simply isn’t going to capture these characteristics.


This realisation has led me to viewing the phenomenon of interest as multi-layered and, therefore, the need to carry out a multi-level approach to data analysis. There is care needed here with language: there is a difference between a multi-level approach and a multi-staged or multi-phased approach. I am saying that the phenomenon of interest can be explored using different levels; in the case of my research, three levels, but I need not go into any detailed explanations as to what they are on here at this time. Therefore I am saying that the phenomenon can be understood in three different ways, but combined they can provide potentially a powerful insight into the complexity and process of the particular learning phenomenon of interest. Whether or not the multi-level perspective of the phenomenon of interest shall lead to a multi-staged (e.g., Mixed Methods) research design remains to be determined. It is likely though to become mixed methods with the way I am currently thinking about the way I would like to investigate the phenomenon of interest.


What I can say is the first phase naturally aligns with the work I have already completed: Grounded Theory coding, or at least the first stage Open Coding. I am not, however, sure at this time if I need to fully develop the codes into grounded theory categories, or if they can simply be left as they are and not call it Open Coding but simply call it another coding process. Either way, I shall be rereading the data again and reread all the codes and theoretical notes that I have made, and the product of the rereading and reanalysis of the data should lead me to decide exactly what further analytical methods I shall be adopting in the further phases.


I do like the idea of using the graph / network analysis as previously discussed and I feel that there is a need for some sort of quantitative analysis of the data (which would make it mixed methods) but I need to ground this need in the data and the literature (though I’ve read enough to consider these approaches as possible).


Grounding the need to change or amend a research design within an emergent research context is an important point to make, because it is easy to think (as has been argued by some authors) of emergent research designs as ‘anything goes’ but this isn’t the case. Not every research project, particularly emergent designs, is fully planned at the beginning stages of the research project. It can take some time and several reanalysis of the data for the design to really emerge and this accompanies the way in which the researcher becomes sensitised or becomes aware of the extent and complexity of the phenomenon of interest, and the way in which is the best approach to understanding this complexity.


What’s important in my current thinking is not that you are able to perceive multi-level complexity or that you potentially or eventually come to the idea that you need to combine various methods in order to capture this complexity, but that you can fully and elaborately justify your choices and justify why you perceive the phenomenon of interest in the way that you do. Everything has to be grounded in data as well as in sound, authentic reasoning and logic that can stand up to scrutiny (which goes right up to your ontological and possibly meta-philosophical considerations), and of course in the literature.


The next step now is to move away from writing the literature review for a while and refocus on analysing the data and continuing to draft the methodology chapters, but I shall explain this further in the next blog post that shall be coming soon. The coming summer months shall be spent therefore mostly on data analysis!


‘till next time!


May 13, 2018

Changes To The Literature Reviews and Research Design: A Need To Enter Time Of Reflection!

I was going to write a few blog posts this weekend to provide updates as to where I am, but then realised that I need to spend some time reflecting upon the recent changes that have happened since Easter to the research and to reflect upon the more immediate ideas that have come about during the past week.

Essentially, I am now making substantial changes to the function and content of the literature reviews. I feel that as I have thought and read further into the phenomenon of interest and the learning contexts within which it has been and can be situated, my previous ideas of the literature review have become disjointed. Whilst in the first chapter I have been able to discuss the link between society, culture, Education and specific technological contexts of social learning (ongoing task), I am starting to realise that some of these discussions could be better addressed in the second chapter. The first chapter is about that aforementioned relationship; therefore, what I can do is strengthen and extend existing discussions and debates about this relationship, whilst taking a lot of the specific technological learning context discussions and merge them with the technological discussions that have taken place in the second chapter, which revolves around concepts related specifically to the phenomenon of interest and the specific technological learning context of interest.

The problem with chapter two is that I think I am being too specific and perhaps should widen the discussions and therefore merge with sections of chapter one. I am not entirely fully sure in what way I shall be achieving this, and although I have some vision or plan this obviously needs to be further articulated. During the week I shall be planning out how I can merge sections of the two chapters together so I can properly form and define that distinctive nature, role and purpose of each chapter whilst making them relative to the research aims and objectives, and logically flow between each other. At the moment with my current approach I am not convinced I can fully elaborate and clearly relate the two chapters. As mentioned, I have a rough vision in my head but it’s going to take a while to work out the way in which this can be achieved. This is especially since I have come to realise that quite a large amount of literature and the different categories of literature that explores the phenomenon of interest in different ways that I thought were irrelevant are now actually relevant! The different sorts and kinds of literature that I have come to know as relevant now alters the layout and content of each chapter. I am also considering scrapping the third chapter that I have previously discussed on my blog, but I shall talk about this more in future blog posts.

As for the research design and the way I shall be exploring the phenomenon of interest, I feel this is going through a transition and as blog readers shall know, this started back at Easter but really, it’s been ongoing for a while. As I think about my data and the patterns I have been observing, and as I think about the purpose and function of my research and what I desire to achieve, my thinking about the research design is also changing. Grounded theory is still on the cards but I’m not sure the extent I can now use grounded theory to achieve what I want to achieve now compared to what I thought I wanted to achieve several months ago. Graph theory and sequence analysis are becoming more and more fascinating as they align with what I want to achieve, and other research methods I once thought were irrelevant have now become relevant to consider and critique either in conjunction with or even replace Grounded Theory completely.

Thinking about the research design more, I wonder if in the methodology chapter I should go all out and define the research design as emergent and therefore talk about how I have viewed and explored the data, and the way that my observations have led and is leading to a variety of different methods being considered and eventually adopted / adapted for context suitability. What I once thought was going to be understood through pure grounded theory approach many months ago is not turning out to be so; that what I am observing and investigating is more complex than I considered, but I have been cognitively and academically flexible enough to accept the possibility of this complexity and have been open enough to consider all possibilities. Now am I really at a point where I no longer believe that using just grounded theory is going to help me achieve what I really want to achieve and to best theorise about, provide a practical solution of, or both, the problem.

During the week I shall be reflecting on all of this, planning and visualising the way that I can merge certain sections of the literature reviews, and to begin to explore other methodological options. I shall also be coming out of the literature review phase soon and return to data analysis and the writing of the methodology chapters.

I shall be writing and reflecting on my blog during the week on all of this and possibly more, so blog readers might be interested in keeping a watch out for blog posts during the coming week!


May 06, 2018

Latest General Ph.D Research Updates

Progress With The Literature Review


Since writing the previous blog post before Easter, most of the attention has been given to the second literature review chapter. This chapter has the purpose of documenting the exploration and critical analysis of the definitions, theoretical perspectives, philosophical and methodological considerations, and practical, empirical applications and findings of the specific social learning phenomenon of interest within various learning contexts. This is ongoing and continuous work.


Currently I am working on two sections of the literature review chapter. The first section refers specifically to the social learning phenomenon: the many definitions from various disciplines (sociology, anthropology, psychology, etc.), its structure and its different kinds. Such discussions are then followed by discussions and critiques of its pedagogical uses and the way it has been applied and used within different learning contexts. This part of the section is currently being developed. The other section of the chapter discusses the many practical applications and methodological approaches of the phenomenon of interest within specific technologically enhanced learning contexts.


Both of these sections along with the third planned literature review chapter contain, and shall contain further developments of, extensive and intensive analytical critiques, discussions and engagements with the social learning phenomenon from both a general learning perspective outside of technological contexts, and from within technological learning contexts, with the critiques situated within various associated practical, pedagogical, methodological, theoretical and philosophical approaches.


A couple of things I have noticed with the second literature review chapter, which shall probably also be the case for the third, is that the structure is emerging as I write as opposed to following a strict pre-planned structure I previously constructed. This I am absolutely fine with because it is showing that I can identify and engage with constructs, ideas, empirical findings and theoretical discussions that I had not previously identified or thought of as relevant when I wrote the original plan. If I attempted to fit everything within the pre-planned structure I would severely limit myself as a reflective and critical reader, and would limit my ability to observe new ideas and connections between ideas. Writing a literature review should not render your ability to observe new ideas and new connections limited; writing a literature review really entails having an open mind because every time you read a new piece of literature or even reread a previous paper you are not only likely to make new observations, but are more than likely to make observations you had not previously made. Even recently, and something I am continuing to do, I have been returning to more literature that I thought was irrelevant. This is being driven by my continuous refinement of my conceptual understanding of the phenomenon of interest, and of the continuous refining of my contextual understanding of the phenomenon’s many applications and theoretical perspectives.


Secondly, I am starting to appreciate and value the use of tables within literature reviews to present a large volume of information that would arguably make my critiques and arguments of empirical literature and findings appear disjointed and difficult to read if presented as large reams of text and references. The tables consist of what could be classed as meta-information about the papers e.g., the author, the target discipline and population, pedagogical goals, research goals, etc. I am still constructing and completing the tables at this time, but I can visualise these tables as being useful reference points when I rewrite and further develop my critiques and arguments


Importantly and perhaps crucially, through creating these tables I am able to make further observations that I had not made before, and probably would not have made easily if I had not created these tables. Essentially, I can use these tables to store meta and contextual information of empirical literature without such information ‘getting in the way’ (so to speak) of the flow, logic, order and structure of my arguments and critiques. This should lead to a more complete analysis of the empirical findings, although the tables and information within shall be referenced in some way, and a way that does not disturb the logic and flow of argumentation that could otherwise have happened without the tables.


This is ongoing work and I am planning to spend most of the month continuing to refine, reread and rewrite the literature review sections (and perhaps move onto chapter three) before moving onto focussing more time on data analysis.


Research Design


The new research design that I have been discussing recently has been approved, so as soon as I am happy with the literature review chapters (ha! Like that’ll happen!) I shall be moving onto reanalysing the data and analysing more data.


To recap, I have extended my grounded theory approach to include graph theory / network analysis. This shall involve converting or translating grounded theory findings into suitable graph form and then perform relevant numerical and possibly statistical analysis upon the graph where necessary. Although I have completed a series of diagrams that illustrate the way the design might work in theory, I won’t really know for sure till I go through each data analysis stage.


However, I do feel that this extended grounded theory approach is something that I feel is required and something that I feel addresses concerns that I have had over the past few months, based on what I have observed in the data in terms of the patterns that have been emerging. I feel that I can no longer simply limit myself to grounded theory to explain everything and provide a complete picture, because as mentioned previous blog posts I feel that grounded theory explains “what” is going on in the data, but from my current understanding does not properly or fully elaborate sequential or patterned observations. I might be wrong, but from all that I know, understand and have observed so far I feel that this is the correct approach, which I have been told is workable and justifiable.


There are other options that I am thinking about particularly case study methodology and mixed methods approach. In fact, I have just read a research paper prior to writing this post that explored a particular phenomenon of interest within a very similar technological learning context that adopted a case study approach, so that might be worth following up further. I am not sure if this is a mixed methods approach: it definitely contains a qualitative strand through grounded theory, but I am not sure if the inclusion of the graph theory / network analysis makes the project mixed methods or simply muilti-method. Mixed Methods is a very precise approach to research with its own methodological and theoretical approach to exploring, combining and explaining data in order to explore complex questions.


When I read through literature on mixed methods I can find that there are approaches and reasoning that are related to my project, but then I can also find some doubts that it is mixed methods. If anything, it might definitely not be mixed methods at the level of data collection methods (everything is coming from a single type of data) but is more likely to be mixed methods at the data analysis level.


I am not entirely sure at this time about the inclusion of case study and mixed methods but these are ideas I have been flirting about with for a couple of years or so. I am keeping a very open mind about the design: I have to be, since the research design is emergent in nature, as this design as emerged through making certain observations in the data. Therefore, when I come to analysing further data it might be identified that a case study approach is appropriate. It is challenging, yet fascinating!


Thanks for reading. Have a lovely bank holiday weekend UK readers!


‘till next time!


April 21, 2018

Ph.D Thesis Literature Review Update

What a busy time it has been since I wrote the previous couple of posts about my new research design. I am thinking about this new design constantly and I shall be writing more about the design following on from the previous blog posts in due time, but it suffices to say that the blog posts relate to the second part of the new research design: the graph theory / network analysis stage. The idea at the moment is to convert what shall be the developed grounded theory categories into elements of a network and perform, where and as deemed appropriate, various numerical and quantitative analysis upon the data. I have picked up some really interesting papers and other resources about this so far and some I shall share when I get round to writing the blog posts about the networking side of the research design. I am not entirely sure if it will be mixed methods or multi methods as the need shall emerge from the data analysis but I shall discuss this in future blog posts.

Attention for the time being has been shifted to the rewriting of sections of the second literature review chapter, where I am discussing and exploring specifically the phenomenon of interest and related constructs. The main focus at the moment is continuously rewriting the first section of the second literature review chapter that focusses on the main phenomenon of research interest. I am furthering my exploration of literature and this is leading to a deepening of my conceptual understanding and the potential nuanced existence that the phenomenon of interest takes not just in its own existence but in its co-existence with other learning phenomenon. This is an ongoing process, but this continuous exploration is helping me to further contextualise my discussions of the phenomenon and to really understand the way that this phenomenon fits the context of the research. This first section is important, because it revolves around the reflective, analytical, evaluative and critical exploration of existing conceptualisations and definitions of the phenomenon of interest, the different kinds, and the different ways in which it has been applied within general educational contexts.

The more I develop my depth and breadth of understanding the phenomenon and the more I deepen my explorations into literature, the more I can deepen the breadth and depth of my conceptual understanding, of existing and relevant arguments and debates and engage with them accordingly, and further develop justifications for exploring the phenomenon of interest in the ways that I am presenting. This has always been a long term, continuous process and it continues now, and I am really beginning to observe and understand its complex existence and that it’s part of a complex network of learning phenomena. I am asking a lot of questions about the potential product of the research and the way that the emerging theoretical framework shall be situated between other theoretical frameworks related to exploring other learning phenomena, and therefore the way that it competes with or complements the use of other frameworks. I’m going in directions here I never thought was possible even just a couple of years ago.

As for the process of rewriting the literature review sections, I’ve basically more or less completely rewritten each drafted section completely and continuously extending, amending, and further adding arguments and ideas. Sometimes this can take up the majority of your reading and writing sessions: I spent a whole day recently rewriting a single section because as I was able to develop a concept, idea, argument or critical commentary of a piece of literature or existing argument I was finding that I could reference different aspects of a piece of literature and the ideas and critiques in other areas, effectively leading to a domino effect or a chain of increased idea development across all aspects of that section.

It is a complex process that is continuously driven by the following questions: is what I am suggesting here accurate and correct? Is this the way I am really going to present my argument and critiques? Is the order of the current section logical? Does everything flow and connect appropriately? Does everything communicate exactly what I want to say at that specific time? Is there a way I can better present and build upon my ideas? Can I present my arguments better? Can I improve upon my arguments? Can I in some way enhance them? How can I enhance them? Have I gone deep enough? How do I go deeper into my arguments and ideas? How can I draw out fully the depth and breadth of my ideas and arguments, and their relationships? How do I know when I have achieved the ultimate level of depth and breadth? Is this even possible? How do I know if this is possible? How do I know that I know what is or is not possible? How can I use further literature to support my ideas? How can I use existing literature in different ways? What else do I need to do in various sections? Can I further the logical connections between ideas? Can I present these logical connections between ideas differently? Is this current structure the actual structure of the chapter?

When you think about it though, most of these questions are not just associated with the literature review chapters but every single chapter in the thesis and every single section of each chapter. This is where a line by line, sentence by sentence analysis is coming in handy because I am questioning the purpose, meaning, value, and worth of every sentence. I am questioning the linguistics, grammar, content, accuracy, validity, verifiability, and epistemic stance of each and every sentence. All guided by the questions just mentioned.

Is it taking me a long time to find that happy point with that particular section of the literature review? Yes I think so, but I think I am getting there now and I believe that I have the grounds upon which I can build the rest of the chapter and that might now mean rewriting the other sections of the chapter completely. I have another section that has developed substantially and other section that is in need of a lot of work, but that doesn’t really matter so much now because I can approach the rewriting of other sections within the context of the first section. Remember, everything has to be connected and flow logically. In my opinion there is not a high amount of value in writing disjointed and disconnected sections: you have to write each section in accordance to the first, because it is the first section that really should set the scene and contextual layout for the rest of the chapter sections.

Ongoing and challenging process, yet it is satisfying and a relief when you can observe substantial changes and improvements to the way you are writing your chapters and the way in which everything you want to say is being communicated.

‘Till next time!


March 29, 2018

Reflections Of Ph.D. Work From January To Now!

Now that Easter (or whatever you choose to celebrate) is around the corner it’s time for some reflections of the year so far and what an interesting time it has been between January and now. It’s been one of those time periods where I had a rough idea of what I wanted to achieve, but as is the nature of research I achieved other things that I had not planned on achieving, and made observations that I had not originally anticipated!


That is a good thing or a bad thing depending on the way you perceive the events and the values of the observations you have made leading to the extent to which your ideas develop! There are two tasks that I have focussed on during the recent time frame and that’s the literature review chapters, and the rethinking of the use of Grounded Theory.


The Literature Review Chapters


The main focus of the year so far has been writing and drafting the first literature review chapter, which focusses on the relationship between society, culture, Higher Education and technology, and two sections of the second literature review chapter that focusses on different concepts related to the phenomenon of research interest. I have completed the first drafting of the first literature review chapter although obviously this needs revision and expansion, and also have made suitable progress with the writing of the two sections of the second literature review chapter.


Where I feel a little uneasy with the second chapter is the fact that it is related to the concepts of the phenomenon of interest. Given that my project is based on a grounded theory methodology, I am not entirely sure of the extent to which I should be giving attention to the concepts in the literature review and the extent to which I should give them attention in the findings and discussion sections, for example comparing and contrasting my data with published data in relation to those concepts. What I am thinking is it might be best to discuss the philosophical and theoretical concerns in the literature review chapters and then analyse the concepts empirically: published data in conjunction with my own data, and compare and contrast in order to validate findings or in some way find new ways in which those concepts could be interpreted, observed, measured, occur, and thought about.


Actually writing the chapters has taken and is taking longer than I had anticipated because I did not anticipate the fact that structure of a chapter can actually emerge from the act of writing. In a sense this is not a bad thing: it is a waste of time trying to stuff content in a pre-planned structure when the emerging content, the continuous development of ideas, the emerging debates you are engaging with and the development of your arguments are no longer compatible with the pre-planned structure. Remember that your ideas and arguments and the way you shape and engage with debates relative to your research questions and objectives are continuously developing and therefore, so is your thesis structure.


But overall though I am pleased with what I have been able to achieve in terms of my thesis chapter writing, and I do believe there is value in utilising the edit as you write approach as there is no point in fighting against ideas as they emerge from ideas that you are constructing, and which causes you to rewrite or rethink perhaps the way you present or interrelate previous ideas, or to change and individual ideas as you form new ideas and test their interrelation and compatibility. This is interesting, because not only does your structure emerge as you write, but more ideas and ideas for idea development, redevelopment, restructuring, and interrelation analysis also emerge.


Use of Grounded Theory


I was aiming to progress with theoretical development, but as has been discussed during the year so far on this blog I came across a few challenges referring to the nature of grounded theory e.g, its philosophical framework; the application of grounded theory in my research, and the way in which I was perceiving and exploring the phenomenon of interest. Essentially, I have come to the conclusion that the general approach I took to coding all the data was incorrect (I should not have been coding all the data, only what’s relevant to my specific research interest); that the phenomenon of interest, therefore, was being perceived slightly incorrectly, and that I came to the realisation that a particular theoretical framework best fits grounded theory within the research context, which better guides the use of grounded theory and therefore the way that I perceive and explore the phenomenon.


In a nutshell: the emerging codes, categories and theoretical framework were incorrectly constructed because I was coding every piece of code even those that were irrelevant, but I had not realised their irrelevancy till recently, and it took me a while to figure that out. To resolve this I now have to reread the data and reanalyse through adopting not just a segment by segment analysis, but a closer inspection of the data that clearly activates and signifies the presence of the learning phenomenon of interest. To assist with this process, I am now going to adopt a network analysis method where I can clearly and more appropriately identify trends and network trends of learning phenomenon occurrences and behaviour and I shall be working on developing this method sometime after Easter.


This brings me to the problem I had of perceiving the phenomenon of interest: it took me a long while to realise that I was incorrectly perceiving the behaviour or potential behaviour of the phenomenon of interest relative to the objectives of my research and the research questions I am exploring, as I think I have discussed in a recent blog post. Essentially I perceived the phenomenon of interest as a social entity only, and not cognitive or at least a combination of social and cognitive: sociocognitive. I have now rectified this problem through understanding the phenomenon of interest as both a social and cognitive occurrence, which shall further help with my understanding of the way in which grounded theory and network analysis should be applied in my research.


And therefore, I came to the conclusion that grounded theory was being used incorrectly because I was coding everything. In a sense it is not the case I was misunderstanding grounded theory methods, but I was misapplying them. Through the use of network analysis and through the leaning towards the sociocognitive area of understanding, the problems of misapplying grounded theory should reduce.


That’s that in a nutshell! I’ve sent my supervisor the drafts of my first literature review chapter, two sections of the second literature review chapter and currently engaged with an email discussion about our ideas and conceptions of the phenomenon of interest and I am finding this to be a very fruitful and productive discussion, and which has contributed more to building my arguments, confirming my ideas, and enabling me to question and present alternative ideas to what is being presented. This is what academia is all about, and this is a reason why I adore the discipline of academia that much!


I’m now on an Easter holiday! Thank you to all my blog readers for your continued reading and fingers crossed that you are benefiting in some way from reading my ramblings. Thank you again, and have a peaceful and happy Easter holiday or whatever celebration you choose to take part in!


March 10, 2018

Update Early March 2018 Part C: Considering the Theoretical Framework of Grounded Theory

What I have found in the data collected so far is what appears to be the presence of both social and cognitive interactions, with both arguably contributing considerably to the function, presence, formation, dynamism and the nuanced existence of the learning phenomenon of interest. But these observations along with the research context surely have important implications on the application and understanding of grounded theory. With that, those of you who have been following my research have noticed my critiques and observations of the incompatibility of the otherwise firmly established relationship between symbolic interactionism and grounded theory with my research.

Do note that these critiques and observations do not suggest anything directly wrong with symbolic interactionism and its relationship with grounded theory, but symbolic interactionism is not suitable as a theoretical framework for my research. This is because symbolic interactionism is a purely sociological theory used by sociologists in their research to investigate participants’ interactions with others through culturally mediated, socially constructed symbols, or objects. Participants interact with the world and constructed objects based on their interpretations and assumed meanings of objects or events of that world. In other words, they do not interact with the world directly, but interact with the world through their symbolic representations. This is effectively what symbolic interactionism is all about in, arguably crudely defined, nutshell. Symbolic interactionism is therefore assigned to grounded theory as the arguably ideal relationship for generating a theory from the data that explains social processes and social behaviour from the perspectives, meanings, understandings and interpretations of the research participants.


For various reasons therefore, and which has been suggested in various research papers, I am attempting to shift grounded theory away from symbolic interactionism, and of pure sociology in general.


But where do I take grounded theory? What are the disciplinary and theoretical foundations for the ideas that I have for grounded theory?


This has been a challenge for quite some time and it continues to be, with the origins of change going back to the pilot study. During the pilot study, I found that I have no direct contact with the research participants, therefore interviews and observations were out of the question. The research does not revolve around the way that research participants construct their world, but that does not necessarily suggest that all social possibilities have been discarded from the research. What I found during the pilot study, therefore, is I am not exploring the learning phenomenon based on the perceptions of that phenomenon, but through actual engagement in its development, production, progress and sustainability.


Following these realisations, they led me to conceptualise the learning phenomenon of interest as cognitive in nature, but pure cognitive theories and perspectives appear to focus on the individual and the way in which one’s cognition influences or frames one’s learning processes. Pure cognitive theories, from my current understanding, do not appear to address the way in which the cultural and social situation of one’s cognition impacts upon the development and sustainability of learning phenomena.


To summarise in a nutshell the differences between social and cognitive theories, the social theories arguably focus on the function, formation, characteristics, effectiveness and behaviour of groups in learning contexts and their interactions; cognitive theories, meanwhile, arguably focus on the characteristics, effectiveness, development, progress and achievements of one’s psyche and cognition. These definitions are arguably presented as a little simplistic, but viewing the theories in this way assists in my ever continuously developing understanding of the characteristics of different groups of theories.


For the past few weeks I have found difficulty in trying to think about the learning phenomenon of interest as a pure social process and a pure cognitive process. A fair percentage of cognitive activities have been observed in the data but I cannot help but to think that their occurrences have only come about due to social interaction processes. Therefore, and thanks to some of the papers I have been reading this past week, I am coming to the idea that the sociocognitive realm might be able to provide me with the most suitable theoretical framework, even if I have to merge or combine ideas from multiple different theoretical perspective as relevant to my wider philosophical beliefs. But understanding of the sociocognitive dimension and relevant theories and potential theoretical frameworks is a continuous and ongoing process.


What I am essentially attempting to achieve is a shift in grounded theory from a sociological perspective to a sociocognitive perspective. It’s a complex subject, but when you think about the process of learning within groups it might not be plausible to just thinking about the social or the cognitive, but to consider both dimensions.
Obviously, I am not going to be able to cover every social and cognitive detail related to all types and forms of the learning phenomenon of interest (this would be impossible: most Ph.D. projects focus on a small section of the social, cognitive, or sociocognitive). A key decision I need to make relatively soon is to decide for sure what processes in relation to the learning phenomenon of interest really interests me, that which I think would be more beneficial to explore (evidenced by the literature review chapters), and that which can be shown to be most relevant to answering my research questions and of the research context.


Again this shows the importance of referring back to your research context and research questions. Additional assistance in my decision making shall come from the data itself, as well as the directions and content of the first literature review chapter, which itself shall likely change in the future but that again is the nature of academic research, and of writing in general.


Thanks for reading. I shall keep you updated!


‘till next time remember: never hold an absolute thought absolutely!


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