An anonymized intensive longitudinal data set in which 41 students rated their momentary self-regulation, motivation, and anxiety several times per day over the course of a study, giving roughly 70 to 80 occasions each. Unlike the once-per-day srl panel, the occasions here are within-day momentary assessments, so the series are well suited to person-specific (idiographic) VAR, graphical VAR, and unified SEM. The data are fully anonymized: the participant identifiers are fictional names, and the calendar dates have been shifted by a constant offset (preserving all within-person spacing) so that no real dates or identities remain.
Format
A data.frame with 2820 rows and 12 columns:
- name
Fictional participant identifier (41 unique students).
- occasion
Within-person occasion index, ordered in time.
- date
Anonymized (constant-shifted) assessment date.
- efficacy
Momentary self-efficacy (motivation).
- value
Momentary task value (motivation).
- planning
Momentary planning (self-regulation).
- monitoring
Momentary monitoring (self-regulation).
- effort
Momentary effort regulation (self-regulation).
- regulation
Momentary strategy regulation (self-regulation).
- motivated
Momentary felt motivation (motivation).
- enjoyment
Momentary enjoyment (motivation).
- anxiety
Momentary anxiety.
Details
The nine indicators span three domains: self-regulation (planning,
monitoring, effort, regulation), motivation (efficacy, value,
motivated, enjoyment), and anxiety. Each variable is on a 0-100 scale.
Rows are one person-occasion each, ordered within person by occasion.
Examples
data(esm_srl)
summary(esm_srl)
#> name occasion date efficacy
#> Length :2820 Min. : 1.00 Min. :2026-02-15 Min. : 0.00
#> N.unique : 41 1st Qu.:18.00 1st Qu.:2026-07-06 1st Qu.: 34.55
#> N.blank : 0 Median :35.00 Median :2026-07-15 Median : 55.70
#> Min.nchar: 3 Mean :35.48 Mean :2026-07-09 Mean : 53.51
#> Max.nchar: 5 3rd Qu.:52.00 3rd Qu.:2026-07-26 3rd Qu.: 74.42
#> Max. :79.00 Max. :2026-08-07 Max. :100.00
#> NAs :3
#> value planning monitoring effort
#> Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
#> 1st Qu.: 37.04 1st Qu.: 36.73 1st Qu.: 26.04 1st Qu.: 40.00
#> Median : 58.54 Median : 58.06 Median : 54.84 Median : 61.64
#> Mean : 55.95 Mean : 56.61 Mean : 50.89 Mean : 58.65
#> 3rd Qu.: 76.52 3rd Qu.: 78.85 3rd Qu.: 75.00 3rd Qu.: 80.60
#> Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
#> NAs :5 NAs :2 NAs :3 NAs :4
#> regulation motivated enjoyment anxiety
#> Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
#> 1st Qu.: 32.54 1st Qu.: 37.50 1st Qu.: 34.62 1st Qu.: 33.33
#> Median : 57.50 Median : 61.54 Median : 57.78 Median : 58.82
#> Mean : 54.55 Mean : 56.51 Mean : 55.47 Mean : 57.20
#> 3rd Qu.: 78.48 3rd Qu.: 77.78 3rd Qu.: 77.78 3rd Qu.: 82.72
#> Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
#> NAs :4 NAs :2 NAs :15 NAs :3
head(esm_srl)
#> name occasion date efficacy value planning monitoring effort
#> 1 Amara 1 2026-06-27 13.11475 51.66667 91.95402 84.93151 84.05797
#> 2 Amara 2 2026-06-28 90.16393 58.33333 77.01149 49.31507 81.15942
#> 3 Amara 3 2026-06-28 67.21311 91.66667 32.18391 89.04110 44.92754
#> 4 Amara 4 2026-06-29 52.45902 65.00000 64.36782 83.56164 100.00000
#> 5 Amara 5 2026-06-29 83.60656 35.00000 67.81609 23.28767 50.72464
#> 6 Amara 6 2026-06-30 75.40984 71.66667 33.33333 21.91781 86.95652
#> regulation motivated enjoyment anxiety
#> 1 58.10811 20.00000 33.33333 100
#> 2 33.78378 52.94118 33.33333 94
#> 3 33.78378 58.82353 34.72222 98
#> 4 43.24324 29.41176 31.94444 100
#> 5 85.13514 41.17647 62.50000 100
#> 6 60.81081 28.23529 77.77778 93