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02-Method.Rmd
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02-Method.Rmd
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# Instrument creation
## Intended Structure {#ABCDAV}
Within the broader process of conceptual construct specification, we decided to attempt an intentional *a priori* bi-factor structure, whereby each of the substantive dimensions (Dedication, Vigor, and Absorption)[^1] could further be deconstructed into the attitudinal elements of Cognition, Affect, and Behavior [see, for example, @eagly_psychology_1993; @rosenberg_cognitive_1960]. This is not standard practice within Psychological measurement and introduces complexity into scale definitions. Appendix \@ref(timeline) loosely documents the line of thought behind this decision.
Through item-writing and revision, it began to dawn on us that the substantive elements may already reflect the Cognition (Vigor), Affect (Absorption), and Behavioral (Dedication) dimensions. As of August, 2020, however, we could not locate a source article that made this potential confound explicit, so we persisted through crafting items that reflected cognitive, affective, and behavioral indicators of each substantive dimension. [^2]
The most germaine acknowledgement of this potential construct overlap seems to be made by @schaufeli_measurement_2002 (pp. 74-75):
>Rather than a momentary and specific state, engagement refers to a more persistent and pervasive affective cognitive state that is not focused on any particular object, event, individual, or behavior. **Vigor** is characterized by high levels of energy and mental resilience while working, the willingness to invest effort in one’s work, and persistence even in the face of difficulties. **Dedication** is characterized by a sense of significance, enthusiasm, inspiration, pride, and challenge. Instead of involvement we prefer to use the term dedication. Although, involvement – like dedication (see above) – is usually defined in terms of psychological identification with one’s work or one’s job [@kanungo1982measurement; @lawler1970relationship] , whereby the latter goes one step beyond, both quantitatively as well as qualitatively. In a qualitative sense, dedication refers to a particularly strong involvement that goes one step further than the usual level of identification. In a qualitative sense, dedication has a wider scope by not only referring to a particular cognitive or belief state but including the affective dimension as well. The final dimension of engagement, **absorption**, is characterized by being fully concentrated and deeply engrossed in one’s work, whereby time passes quickly and one has difficulties with detaching oneself from work.
The survey is intentionally complex in terms of item and scale associations. There are three substantive engagement dimensions as well as three attitudinal dimensions, and item cross-loadings are intended to fully exhaust the 3 x 3 conditions (e.g., each item loads on one substantive and one attitudinal dimension):
| Substantive | Attitudinal |
|----------------|---------------|
| Dedication | Affective |
| Absorption | Behavioral |
| Vigor | Cognitive |
The feedback report uses the terms, "feel", "do", and "think" instead of the Psychological literature-based affect, behavior, and cognition.
[^1]: We also discovered at this point that some contagious agent has infiltrated the minds of people working on this project, such that the word, "absorption" confounds our spelling abilities, and roughly 50% of the time ends up being spelled (misspelled?), "absorbtion"...
[^2]: We did, however, find some criticisms of the tripartite model of attitudes as originally specified by @rosenberg_cognitive_1960, although there has also been a recent attempt to reintroduce and improve upon the original model [@kaiser_campbell_2019] as well as repurposing of the framework as a *process* [e.g., thoughts and feelings leading to behavior; @pachankis_psychological_2007].
## Item generation
After content validation but prior to settling on 4 candidate items per 3x3 condition, there was a dearth of items within some of the Affective, Cognitive, or Behavioral item groupings. We generated additional candidates at this point and have these items [located here](https://docs.google.com/document/d/1whB4Ve4aDDl3bxx3dIlloouTDy1ScCcxrT3gK6s9DyU/edit?usp=sharing) (Montclair State University e-mail needed to access). It was from this larger list of (reduced) candidate items that the 36 pilot candidates were identified (and in some cases modified, edited, or otherwise further crafted)
## Content Validation {#CValid}
```{r contentvalidation, echo=FALSE, warning=FALSE, message=FALSE}
cvalid <- read.csv("Content Validity/Engagement Survey Content Validity.csv")
items <- nrow(cvalid)
```
7 Eagle I.O consultants were twice instructed to place each of `r items` items into one of three categories: Absorption, Dedication, or Vigor, and Cognitive, Affective, or Behavioral. Instructions asked each rater to:
> INSTRUCTIONS: Place an "X" in the column that you feel is the best fit for each item (only one "X" per row please)
The substantive scale definitions provided for ratings were:
+ *Absorption*: Being fully immersed in one’s work, where time passes quickly and one has difficulty detaching from work tasks
+ *Vigor*: Experiencing persistent levels of energy, effort, and enthusiasm while working
+ *Dedication*: Experiencing pride and challenge in ones work, as well as strong feelings of support from and loyalty toward the organization
The attitudinal scale definitions were:
+ *Cognitive*: Pertaining to thoughts or general mental processes (for example what someone thinks)
+ *Affective*: Pertaining to feelings or emotions (for example, how someone feels)
+ *Behavioral*: Pertaining to acts or actions (for example, what someone does)
The goal was to identify item(s) that were equally and heavily implicated with one substantive and one attitudinal scale.
```{r absorption, echo=FALSE, warning=FALSE, message=FALSE, include=FALSE}
## Absorption
table(cvalid[,c(6,2)])
table(cvalid[,c(6,3)])
table(cvalid[,c(6,4)])
```
```{r vigor, echo=FALSE, warning=FALSE, message=FALSE, include=FALSE}
## Vigor
table(cvalid[,c(7,2)])
table(cvalid[,c(7,3)])
table(cvalid[,c(7,4)])
```
```{r dedication, echo=FALSE, warning=FALSE, message=FALSE, include=FALSE}
## Dedication
table(cvalid[,c(8,2)])
table(cvalid[,c(8,3)])
table(cvalid[,c(8,4)])
```