Tuesday 26 July 2011

Gonzales - verbal mimicry

Gonzales, A.L., Hancock, J.T., and Pennebaker, J.L.(2009).

Language style matching as a predictor of social dynamics in small groups

Communication Research, 37(1), 3-19

Main aim to validate an algorithmic method for measuring the amount of linguistic style matching as an p13’ efficient means of assessing mimicry from language and to determine whether such a metric could predict two social dynamics, group cohesiveness & task performance

Literature review on social interaction/affinity and mimicry and also synchrony.

Bernieri & Rosenthal, 1991 – p4 ‘people imitate each other’s nonverbal movements and gestures’

Association with positive relationships Chartagh & Burgh (1999)

More refs in the last paragraph of p5.

Pickering& Garrod (2004)

Verbal mimicry – ‘at the level of syntatctic structure or word-by-word matching’

Linked to team performance ( Koylowski & Ilgen, 2006)

Measuring verbal mimicry

requires a micro approach therefore very time consuming and difficult to measure reliably

This article proposes an automated alternative the linguistic style (LSM) metric based on two characteristics of language

  1. ‘Entire conversations can be parsed into psychologically relevant dimensions quickly and with a high degree of accuracy’
  2. Function words – ‘These do not contain semantic information rather they are the backbone of language and are characterised by’
    • High frequency
    • Context independent
    • Non consciously ( KRO – how known?- ?Pennebaker & King, 1999, Chung & Pennebeker (2007 ) produced, therefore difficult for an individual to manipulate

The LSM measures the degree to which two or more participants are producing similar rates of function words – 9 categories

Category

Examples

1. Adverb

Completly, often

2. Article

A,an,the

3. Auxillary verb

Am,have

4. conjunction

And, but, or

5. Indefinite pronoun

It, those

6. negation

No, not, never

7. Personal pronoun

I, you, we

8. preposition

At, for, into

9. quantifier

All, few, some

RQs

  • Does verbal mimicry occur at equal rates in FTF groups and online groups?
  • Does LTM predict cohesiveness and task performance

Method

Same sex groups (4-6) people, 34 CMC, 41 FTF. Strangers. Material reward.

10 minutes socialising

20 minutes complex information searching task require some co-operation but not collaboration as understood for the purposes of my thesis.

5 minutes post task discussion

at the end each participant was given an Interaction Rating questionnaire.

Results & Discussion

Note these are based on correlations

  • LSM metric predictive of group cohesiveness irrespective of medium (CMC and FTF) , gender and group size. The more individuals liked a group, the more members of the group used the same function words.

  • There was a positive relationship between LSM and task performance but only for the FTF groups

Other relationships

1. Language and cohesiveness

  • Word count +
  • First person plural (we) - authors explained this unexpected result as follows . Perhaps it is used deliberately in an otherwise non cohesive group.

2. Language and task performance

  • Future orientated ( could, would, should, must, ought, and will) +
  • Use of achievement orientated words ( success) - authors explained this unexpected result as follows . Perhaps it is used deliberately in an otherwise non cohesive group.

Friday 22 July 2011

paralanguage L& S (1992)

Lea, M & Spears, R. (1992)

Paralanguage and Social Perception in Computer-Mediated Communication

Journal of Organizational Computing, 2(3&4), 321-341

Repeat reading required!

Reviews cues filtered out view

P322/323

‘Information about the communicators themselves – their status, authority, personality, mood, motivations and intentions – are also thought to be largely absent in CMC ( Kiesler, 1986).

Offers an alternative view

Argues that

Paralanguage

P322 ‘paralanguage is one source of information contained in CMC that people use to form impressions of each other when communicating. Furthermore, the interpretation of paralinguistic cues, ….. is influenced by the specific social context in which CMC is situated’ ….

P324 specifically ‘ paralanguage is also present in written communication where it takes the form of typographical marks and other features of text that, although they have no lexical meaning, nevertheless signify socially shared meanings.

Social cognition and SIDE

Links this argument to social cognition and eventually to SIDE. P338 ‘ The SIDE approach to analysisng group processes in CMC places emphasis on cognitive representation of the group rather than on sociostructtural variables such as group size and composition

.

P324 ‘ Experiments into social cognition have revealed some of the processes by which we tend to make significant inferences about people’s personality, emotional state, and behavioural intentions on the basis of mimimal cues’ (Fiske and taylor, 1984) .. The over attribution of enduring traits occurs particularl;y where the behavioural cues are consistently observed, and other information is in short supply (Antaki, 1989)

p324/325

‘communicators will use whatever cues are available to construct impressions of each other; a relative lack of cues will place greater reliance on social categorization processes to interpret the available information so as to form an adequate social context. An implication of this argument is that a relatively simple manipulation of the available cues will exert powerful effects on the impressions formed by interactants. A proposal that is consistent with the authors views on de-individuation in CMC.

Study 1 – communication is delivered to computer screen

Hypoth: If paralanguage provides sufficient cues that contribute to impression formation, significant differences in the perception of message senders should be observed depending on which cues, if any, were present.

2 groups 24 novice, 24 expert e-mail users

Participants encouraged to form an overall impression of the sender

IVs 4 conditions ( 4 messages each, all 16 selected from a public bulletin board edited to manipulate the four conditions. Messages 49-78 in length )

1. Misspelling in two of the words

2. Mistyping in two of the words

3. ! added at the end of 1 sentence and elipse at the end of the other

4. control

DV

16 item 7 point rating scale which asked about the attributes of the interactant – warmth, intelligence, dominance, flexibility, competence, originality, liveliness, self-confidence, verbal fleuncey, responsibility, assertiveness, frredom from inhibitions, inner strength and attractiveness.

Asked to rate how much they thought they would like the sender

Asked to rate how much they would enjoy working with them

Note : therefore a lot of demand characteristics

Results

P328 ‘ Both novice and experienced electronic mail users were found to have attended to the paralinguistic cues contained in the sample messages, and to have formed impressions of the personality of message senders that varied according to the type of cue made available to them’

Stage 2 – participants required to engage in group ( 3 participant) discussions – analysis based on spontaneously generated online discussions

Hypoth: p330 ‘ Paralanguage will be evaluated differently by communicators depending on whether group identity or individual identity is made salient’ i.e paralanguage will be interpreted as prototypical in group salience conditions and as competitive individualism’

Manipulation of context ( social and physical) , 4 conditions based on 2 factors

Social – Encouraged/Discouraged to feel part of a work group or ( using we us, I,me & appropriate design of message header, the way in which the task was introduced, etc)

Physical Isolating individuals/ co-present

DVs

1. Transcrips inspected for evidence of paralanguage – ellipses, inverted commas, quotation marks, and exclamation marks. Sequences were double-weighted. Mean (paralanguage devices combined) counts for each of the four conditions

2. Person-perception scales – global measures of attraction and affect, disinhibition and selected items from stage 1 – warm, dominant, unihibited, responsible’likeable and competent – embedded in a questionnaire that assessed subjects’ opinions on the discussion topics and towards the experimental task.

Results

P333 the patterns of correlations ( DV 1 with DV2 ) is in accordance with the hypothesis concerning the social attraction response to paralanguage users under conditions of high group salience as distict from individualistic and competitive responses under conditions of low group salience ( KRO how to do groups work to create salience …. ? social presence) p335 ‘when visual cues are available, the effects of a group context on the perception of paralinguistic cues in CMC is reduced, as predicted’

Discussion

Impression forming behaviors were consitently observed even when cues were subltle or infrequent .

P335 ‘ many of the largest effects were recorded on those scales that would relate most closely to task performance and co-operative working between individuals

P336 ‘ The nature of these effects was predicted by social identity theory, which holds that when a relevant group membership is made salient to individuals, the positive attributes of the group are conferred on the self, and people tend to act in terms of that group identity. As a consequence of the perceived positive group identity, an individual’s behaviour tends to be in the direction of the prevailing group norms, and the behaviour of the group tends to be perceived in terms of the behaviour of the group. Attraction to the group will be high under these conditions and the adoption of specific communication styles, such as the use of paralanguage, will be seen as prototypical for the group and will be evaluated positively

Implications for the design of CMCs, implementation and use

P337 ‘ identifying the social context in which any given CMC takes place is essential for predicting the outcomes of the CMC. It follows from this that the establishment of a social context, which is appropriate in terms of individual, group and organizational (KRO – learning) goals and task, is an important prerequisite for successful CMC.

P338 ‘attention should be paid to the provision of more advanced facilities for representing and communicating social information because our analysis suggests that the technology, and the conditions in which it is typically used, combine to form a communication environment that is particularly suited to communicating and reinforcing relevant group and organizational norms’

mediated immediacy

Patrick B. O’Sullivan, Stephen K. Hunt, Lance R. Lippert (2004)

Mediated Immediacy, A Language of Affiliation in a technological Age

Journal of Language and Social Psychology,23,464-490

Mediated immediacy

proposed as a p468 ‘way to better understand the communicative practices that convey affiliation and foster relationships via communication technologies’

defined as p471 ‘ communicative clues in mediated channels that can shape perceptions of psychological closeness between interactants. Stated another way, immediacy cues can be seen as a language of affiliation’

Authors, alongside Walther, Loh & Granta began to focus on this area. This paper reviews idea of CMC as a relational space from a historical perspective ( 3 stages) before describing how immediacy may enhance learning and determining how to identify it for CMC.

Some notes

Draws attention to the difference between novice and expert users of mediated communication and comments on how expertise develops.

Based on instructional learning through a tutor mediated website . No collaborative learning but still relevant.

CMC from efficiency to affiliation ( 3 stages)

  1. Only effective for information exchange
  2. Then , could be effective for personal relationships
  3. Now attention on p465‘understanding the communication practices that contribute to effective CMC use in social and personal relationships’

Above roughly based on four underlying themes in the research literature namely , novice versus expert users, co-presence, conventional non-verbals, frequent interaction

Stage 1 p466 ‘when compared to face-to-face CMC was considered inferior in conveying elements of interaction considered essential for developing and maintaining relationships, which depended heavily on non-verbal communication and co-presence ( e.g. Lea & Spears, 1995) ie “conventional wisdom was that CMC was ineffective and inappropriate for anything other than clear, unequivocal information exchange’

Stage 2 Lea & Spears, 1995 can be identified as watershed paper between stage 1 and stage 2. new area of study p466 ‘ that bridged traditional interpersonal communication scholarship, with its focus on verbal and non-verbal communication in face-to-face dyads (often in relationships) and scholarship on communication technologies ( including early work in organizational CMC). P466-467 ‘ documentation of widespread and successful relationships based on CMC suggested that elements long considered essential for anything labelled a relationship (co-presence, conventional non-verbals, frequent interaction) may not be as indispensable as scholars had assumed’

Stage 3 As technologies gained new capabilities ( authors include font colour an other presentational affordances here as well as the ability to attach a photo etc. P468 ‘ the artefacts of the channels themselves were appropriated as expressive devices, and are applied to interpersonal purposes, in ways that become a language in and of themselves’. At the same time as users move from novice to expert they can choose to eshew the affordances of certain channels when they are perceived as not contributing to a personal relational goal is they gradually become skilled choosers and users of channels.

i.e. Ideas about the importance of media richness changed and the focus moved from the technological ( as the channel for interaction) to a more comprehensive understanding of mediated communication’ In trun this led to a view that users could be guided on tactical use ( KRO however it di not address the voluntary)

Immediacy

Face-to-face

P469 ‘ immediacy refers to communicative behaviours that reduce physical or psychological distance and foster affiliation ( Mehrabian, 1971). Mehrabian (1971) linked immediacy to an approach-avoidance construct – the proposition that people generally approach things that they like and avoid things that they dislike or that induce fear. Scholars have identified a range of nonverbal and verbal behaviours that communicate immediacy (Anderson & Anderson, 1982; Barringer & McCroskey, 2000; Gorham, 1988; Mehrabian, 1971). Immediacy includes non linguistic approach behaviours, signals of availability for communication, and communication of interpersonal closeness.

Non-verbal immediacy behaviours include reducing physical distance, displaying relaxed postures, and movements, using gestures, smiling, using vocal variety, and engaging in eye contact during interactions.

Verbal immediacy behaviours include using personal examples, asking questions, using humour, addressing others by name, and using inclusive pronouns ( we vs I)

That ‘most people would tend to be positive about someone who smiles, is expressive, appears relaxed, addressed them by name, asks them questions, and discloses personal anecdotes’ seems a reasonable assumption.

Immediacy and learning

P469 “Research on immediacy in instructional settings consistently has found a positive and robust relationship between frequency of immediacy behaviour and a range of desired educational outcomes ( Chrisophel, 1990).

Range of measures and references are at the bottom of page 469

Explanatory models

  • 4 step model: teacher immediacy is related to arousal, which is related to attention, which is related to memory, which is related to cognitive learning (Kelley & Gorham (1988)
  • motivational. Teacher immediacy firstly directly affects students’ state motivation, which then positively affects their learning. ( Christophel, 1990)
  • affective learning model – immediacy’s influence on cognitive learning is mediated by affective learning ( Rodriguez, Plax, & Kearney, 1996)

‘despite differences in the models, the literature indicates that immediacy plays an important role in student arousal, affect, motivation and learning (LaRose & Whitten, 2000).

Mediated Immediacy

P470 ‘The implicit assumption that immediacy only occurs face-to-face ignores the important and increasingly pervasive role of technologically mediated communication (O’Sullivan et al, 2001).

Bottom p 470 for references to date including Walther, Loh & Granka in press)

Led to 3 studies looking specifically at immediacy

Study 1 investigating the forms of mediated immediacy, Sullivan et al (2001)

RQ: ‘what forms can immediacy cues take in mediated communication channels?’

Participants: 24 relatively experienced uni students 18-24 into 3 focus groups

Text based communication

Web based & multi-media communication

Mass media

Each focus group provided with a widely used conventional definition of immediacy and then asked to describe what communication practices ( if any) convey immediacy via their target focus

Cyclic process of coding & concensus by the researchers led to 2 emergent macrocategories that encompassed all microcategories

  1. Approachability ( you can approach me)
  2. Regard for others ( I am approaching you)

Approachability and micro categories

  1. Self-disclosure Intentionally revealing personal information that allows others to feel that they know source

e.g. referring to experiences outside official role, photos portraying experiences outside official role

  1. Expressiveness Varying emphasis, intensity, vividness, tone of message

e.g. using vocal inflection using punctuation using colors

  1. Accessibility Being accessible for communication

•e.g. indicating availability, providing contact information, setting time aside for contacts

  1. Informality Portraying informality and casualness

e.g. informal postures/settings in images, use of slang, colloquialisms

  1. Similarity Displaying personality qualities/ personal history shared by receiver

e.g. revealing interests, experiences, opinions, backgrounds, and so on, that match receivers’

  1. Familiarity Providing for repeated contacts over time

e.g. frequent encounters and/or interactions

  1. Humor Using humor

eg sharing jokes, playful interactions

  1. Attractiveness Displaying characteristics perceived as appealing

eg presenting attractive appearance displaying appealing personality

  1. Expertise Displaying competence and skill related to source’s role

e.g. demonstrating knowledge

Regard and micro categories

1. Personalness Conveying that source views receivers as individualise.

e.g using synchronous, richer channels remembering, using names incorporating knowledge of person in interactions

2. Engagement Indicating attentiveness and practicing responsiveness to receivers

e.g. returning phone messages/e-mails listening to/reading carefully messages inviting future interaction

3. Helpfulness Assisting receivers’ efforts to pursue needs and goals

e.g. clearly designed Web site to aid navigation, providing needed into on outgoing messages

4. Politeness Following etiquette, courtesies, and other communication procedural norms

e.g. word choices practicing common courtesies in interactions

There is no assumption that either the macro or the micro categories are independent of each other.

Study 2 appliying the categories identified by study 1 to look at anxiety, uncertainty, attitudes to course and instructor

Uses Anxiety-Uncertainty Management theory ( Gudykurst, 1988, 1995), an intercultural communication theory, as the theoretical framework for the study. The assumption being that p474 ‘ students encountering a new course, new instructor and the relatively new use of communication technology for instruction would experience anxiety and uncertainty similar to those encountering individuals in an unfamiliar culture’

Participants: 95 undergraduates randomly assigned to one of two websites ( Matched for content, links and instructor with one having high immediacy and the other low immediacy)

High immediacy: colour, graphics, photo, language incorporated first and second person pronouns, informed friendly language. Links to instructor and personal homepage’

Hypotheses:

Mediated immediacy cues which convey the instructors approachability and regard will be

H1 negatively related to anxiety ( NS)

H2 negatively related to uncertainty(Sig)

H3 positively related to attitudes (Sig)

H4 positively related to the instructor (Sig).

Web site with multiple immediacy cues produced lower uncertainty and higher motivation for the course and more positive attitudes toward the course and instructor i.e results consistent with findings from face to face ( Christophel, 1990). These results are consistent with a view that immediacy cues can be conveyed effectively via mediated channels and that mediated immediacy can shape the perceptions of the communicator.

Study 3 Linguistic & non linguistic text based immediacy cues – how do they impact.

Text based immediacy cues identified in study 1 can be organised into

1. Those dealing with language

2. Those dealing with visual presentation ( non linguistic) setting for the language.

Used 4 hypothetical websites ( linguistic immediacy high/low, visual presentation high/low) in a 2x2 design.

170 participants randomly assigned to one condition. Each explored the assigned website for 15-20 minutes then filled out an instrument designed to measure stuudents’ appraisal of immediacy. Dependent variable was the motivation to take the course.

Results

Main effect

Web site immediacy

Motivation to take the course

Instructor appraisal

Presentational immediacy

Linguistic immediacy

Interestingly, based on this study ( which does not involve anything collaborative) linguistic immediacy does not have any influence on motivation to take the course

Conclusion

P485

‘these research studies have begun to identify specific forms of mediated immediacy as well as illuminating their role in shaping receivers attitudes and perceptions of the source’

p486 ‘immediacy cues ( mediated and f-f) could be viewed as the relational portion of a message.

Findings suggest that ‘the long standing linkage of message content to verbal communication and relational messages to non-verbal communication should be re-examined , which might prompt new insights into the intertwined roles of verbal and non verbal communication’

Thursday 21 July 2011

Language & Soc Psyc (2004) Intorduction

Joseph B.Walther (2004)

Language and Communication Technology: Introduction to the Special Issue

Journal of Language and Social Psychology, 23,384

Focus -The importance of studying language and communication technology – to explore p385 ‘where it fits in with the scheme of things’

Why study language and social psychology with respect to communication technology? Raises three questions

· 1. ‘How does technology affect communication, language use, and consequent processes’ ( e.g. relationships)

· 2. ‘How the so called impediments of communication technology are overcome by its users, how people adapt semiotics as they move from one set of symbol systems to another, from speech to text.’

Processes addressed in this issue

Immediacy – O’Sullivan et al

Conversational coherence – Baron

Personal identity without physical cues – Herring and Martisen

(. Processes covered in this issue ‘often involve encounters dominated by NVC’ KRO empathy as a dependent process) p386 ‘recognising how language alone facilitates each of these processes is a significant shift

· 3. p287 ‘ how do we create, modify or deploy new technological interfaces that allow us to pursue social goals more effectively’

For example, design p387 ‘ based on well founded theoretical understandings of how we use language and visual literacy ……. How does language function in collaborative tasks and what interface variables ( Gergle et al, this article) facilitate productive language rather than impede it’

Addressed in this issue

O’Sullivan et al, ‘ takes language of immediacy’ into new electronic and symbolic forms, replacing nonverbal effects and complementing language, with both general and specific application to educational contexts’

Gergle and interfaces.

Example of literature and of approaches in this issue

P392 ‘Nardi & Whittaker (2002) claim that information technology cannot, in principle, provide the same fundamental facilities that face-to-face interaction does, such as providing signals of a partner’s availability and attention affecting the foundation of affective relationships ‘

But in this issue

The interchangeability of identity and emotional indicators from non verbal to language cues( Herring and Martisen(, or icons and web design (O’Sullivan et al) challenge this view.

The Role of Language in CMC research

P389 ‘cyclical trend in the role of language data in the theoretical study of communication technology, even though language dynamics are explicit in these theories’

Stage 1 – language at the forefront; Interaction Process analysis (IPA) of verbal transcripts (Hiltz, Johnson , & Turoff, 1986). Kiesler and colleagues ( 3 refs given) coded ‘flaming’ and other verbal patterns to test the lack of social context cues hypothesis’

Stage 2 students evaluations , including of the affective, as a result of manipulating social, physical and temporal factors .. Led to SIDE, SIP, and hyperpersonal

Ie a focus on context and outcomes

Stage 3 p390 ‘ focus on the microscopic and behavioural aspects of real language as the evidence with which to settle our questions’

Both stage 1 and 2 tend to have a media effects focus.

In this context articles in this issue

address gross level theories that depend on language as their mechanism

or

settle theoretical conflicts that can be addressed only with language data’

i.e. social presence countered with grounding theory.

Suggestions for future research

(i) Channel switching – moving from one media to another e.g. email to face-to-face

(ii) ‘Greater specificity in the isolation and specification of causal factors and their specific interaction effects’

(iii) p391 ‘the widespread non-adoption of cheap, computer integrated video cameras testifies that there are affordances of language –only communication systems that are desirable, beneficial and the research that clarifies why that is – what the dynamics of text only messaging are and why they are attractive – can be truly exciting’

(iv) the mundane – how to terminate contact, if CMC equalizes participation then how to assert dominance

Tuesday 19 July 2011

Nekrassove (2006)

Nekrassova, Dina (2006)

Emotions in Global Virtual Teams, Extending Emotional Self to Collaborative Effort of Global Virtual Teams

International Communication Association, annual meeting.

Literature review in context of virtual teams. ? doctoral student. I didn’t agree with ordering but some re-ordering made sense.

Communicative characteristics of text based CMC

Lack of clarity (KRO doesn’t the same apply to f-f)

Decrease in media richness – consequences for use of paralanguage

Does this lead to?

  • Misunderstanding
  • Conflict
  • lack of trust

Virtual teams ( learning groups)

Characterised by

1. Geographical dispersion

Can’t benefit from situated knowledge – p4 ‘ characterised by mutual engagement in activities, shared enterprise experience and repertoire of resources’

Necessarily asynchronous in both time as well as space

2. Electronic dependance

Reflection and deliberation

Normal rules of turn taking disrupted

Equalises access ( should)

3. Cultural norms

How do they compare with cultural norms in f-f?

Expressing and recognising emotion in CMC

Perspective: In order to express emotion there is a need to adapt to the medium by some form of content substitution eg, to clarify, to compensate

KRO still leaves the question of how it is perceived and received by others.

Drawing from the `Journal of Language and Social Psychology (2004) which is entirely dedicated to the issues of how ‘people adapt semiotics as they move from one set of symbol systems to another, from speech to text ( Walther, 2004, p386)

Communicating gender and signalling identity ( Herring and Martinson)

Engage in coherent turn taking (Baron)

Express irony ( Hancock)

Fostering immediacy (O’Sullivan, Hunt and Lippert) by remembering and using names, inviting future interactions, and practising common courtesies

Types of paralanguage in text based CMC content

P17 ‘Emotion language consists in much more than the names of emotions’ ( Kovecsess, 2000, p188)….. as follows

  • Simulated non-verbal expression (emoticons)
  • Figurative expression (eg metaphor) – origins rooted in bodily experience e.g. hot head, hot and bothered, boil with anger, puffed up, swelled with pride, shake with anger, tremble like a leaf’, blind with rage, tremble like a leaf
  • Stylistic – formal/informal, specific jargon, slang, salutation ( KRO not sure whether this should be included here?) capitals for typographical energy, italicizing for conveying feelings)

Examples of emotion in CMC

Flaming as an example of extreme emotional expression in CMC

Defining features

  • Hostility ( Lea et al, 1992, Walther, 1992)
  • Lack of restraint (Kayany, J.M. (1998)
  • Disregard of social norms (Postmes, Spears and Lea, 2000, O’ Sullivan & Flanagin, 2003)

Non participation, no response and response delay

Jarvenpaa & Leidner(1999) leads to lack of optimism, excitement and initiative

Emotions as lived experience

On the one hand they are ‘self feelings’ ( Denzin, 1984) and on the other hand a person cannot experience and emotion without the implicit or imagined presence of others’ p3

P22 ‘ In other words emotionality locates the individual in the world of social interactions and his or her ‘embodied experience’

Denzin, 1985, p227 ‘ embodied experience is situated, circular, temporal and dialectical, for it turns back upon itself, affirming, denying and elaborating what is an is not felt’

i.e. feelings and emotions are not well defined psychological states

Methodology (content analysis) critique

Questions this methodology ie interpretation of the researchers determines the message label.

Refers to O’Sullivan & Flanagin(2003)

p22 ‘authors rightly contend that observers may lack contextual knowledge of specific social relationships among interactants and therefore cannot adequately assess and understand neither the wide array of individual nor collective emotional experience. Instead such contextual understandings and emotional experiences are forced to fit rigid frames of coding schemes with the purpose of achieving significant inter-coder reliability’

Provides own view P23 “ feelings of compassion, rage, caring, responsibility, trust and/or interrelatedness are not reduced to simply counting the number of uninhibited remarks, typos, emoticons, included in the message but are investigated in the full range of their manifestation in relation to the unique characteristics of virtual working (KRO learning) arrangements, multilayered cultural contexts and IDs