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Understanding Psychological Responses to the COVID-19 Pandemic Through ESM Data: The EMOTIONS Project Cover

Understanding Psychological Responses to the COVID-19 Pandemic Through ESM Data: The EMOTIONS Project

Open Access
|Apr 2023

Figures & Tables

Table 1

High-Level Overview of Measures per Phase of Data Collection.

PHASE OF DATA COLLECTIONCONSTRUCTMEASURE
Initial and final trait surveysBasic personality traits
  • Study 1: Interpersonal Adjective Scales (IAL)

  • Study 2:

    • Big Five Inventory-2-S (BFI-2-S)

    • Honesty-Humility (subscale from the HEXACO-60)

Narcissism
  • Study 1:

    • Narcissistic Admiration and Rivalry Questionnaire (NARQ)

    • Hypersensitive Narcissism Scale (HSNS)

  • Study 2: Narcissistic Admiration and Rivalry Questionnaire Short Scale (NARQ-S)

Self-esteem
  • Study 1: Rosenberg Self-Esteem Scale (RSES)

  • Study 2: Single self-esteem item from the RSES

Loneliness
  • Study 1: not assessed

  • Study 2: UCLA Loneliness Scale (ULS)

Political orientation
  • Study 1: not assessed

  • Study 2: Single political orientation item

Conspiracy mentality
  • Study 1: not assessed

  • Study 2: Conspiracy Mentality Questionnaire (CMQ)

C19-related risk estimationsSelf-generated measures
C19-related worries
C19-related behavioral evaluations
C19-related behavioral changes
C19-related stockpiling
C19-related policy evaluations
Exposure to the coronavirus
C19-related personal restrictions
ESM (state) surveysInteraction-specific measures
  • Type of activity during interaction

  • Mode of communication

  • Number of interaction partners

  • Relationship to each interaction partner

  • Behavioral states during the interaction (e.g., dominance, warmth) a

  • Perceptual states during the interaction (e.g., status perceptions) a

  • Emotional states immediately after the interaction (e.g., anger, sadness) a

Non-social-activity-specific measures
  • Type of activity

  • Mode of activity

  • C19-specific activities a

  • Perceptual states during the activity (e.g., pleasure, boredom) a

  • Emotional states during the activity (e.g., success, insecurity) a

Interaction-unspecific measuresOverall affect valence and arousal
Interaction-unspecific, C19-related worries a
  • Self-related worries

  • Society-related worries

  • Other-related worries (pertaining to family members, partner, close friends, and wider social environment)

[i] Note: This table lists all measures administered in the initial and final trait surveys (i.e., T1 and T2 in S1W1 and S2W1; T3 and T4 in S1W2 and S2W2) as well as the ESM surveys per study wave (e.g., S1W1 [Study 1 Wave 1; all other study waves are abbreviated analogously]). C19 = COVID-19. Each measure is assigned to the construct it is supposed to assess. The initial and final trait surveys incorporated trait measures only, whereas the ESM surveys exclusively administered state measures. For a comprehensive delineation of every measure included in the EMOTIONS project (alongside its respective German and English source), please refer to Section 2.5 and/or the study-wave-specific codebooks (osf.io/6kzx3/).

a Some COVID-19-related behavioral, perceptual, and emotional states were added in Study 2.

jopd-11-83-g1.png
Figure 1

EMOTIONS Project Timeline Including Terminology and Central COVID-19 Events.

Note: This table provides an overview of the entire EMOTIONS project, including both studies (Study 1 and 2) and each study’s waves. S1W1 = Study 1 Wave 1 (all other waves are abbreviated analogously), T1 = time point 1 (initial trait survey of both studies’ respective first wave), T2 = time point 2 (final trait survey of both studies’ respective first wave), T3 = time point 3 (initial trait survey of both studies’ respective second wave), T4 = time point 4 (final trait survey of both studies’ respective second wave), NRW = North Rhine-Westphalia. Date format: DD/MM/YYYY. For study-wave-specific timelines, see each study wave’s respective codebook on osf.io/6kzx3/.

Table 2

Number of Excluded Observations in the Trait and State Data Sets per EMOTIONS Study Wave.

STUDY 1STUDY 2
STUDY WAVES1W1S1W2S2W1S2W2
DATA SETTRAITSTATETRAITSTATETRAITSTATETRAITSTATE
PARTICIPANTSPARTICIPANTSSTATE REPORTSPARTICIPANTSPARTICIPANTSSTATE REPORTSPARTICIPANTSPARTICIPANTSSTATE REPORTSPARTICIPANTSPARTICIPANTSSTATE REPORTS
Number of observations before data exclusion2,9382,93820,6391,4801,48013,59012,01612,01653,7926,0046,00429,969
Data exclusion criterion
(a) Disagreement with the conditions of participation a2,4822,4822,4821,2421,2421,2428,9418,9418,9414,3144,3144,314
(b) Missing data on relevant variables525252232323470470470270270270
(c) Under minimum age000000000
(d) Test users22371 b1 b47 b1143000
(e) Duplicates49492231111948989269666666
(f) State surveys erroneously dispatched during the night*3865
(g) Expired state surveys*2269101368703,0724401,499
(h) State surveys dispatched too close to each other*047000304
Total number of excluded observations2,5852,6253,1751,2771,2871,5429,50110,37112,7984,6505,0906,153
Total number of retained observations after data exclusion35331317,46420319312,0482,5151,64540,9941,35491423,816

[i] Note: This table presents the criterion-specific and total number of observations removed from the trait and state data sets of the EMOTIONS project as well as each data set’s total number of retained observations after data exclusion. S1W1 = Study 1 Wave 1 (all other waves are abbreviated analogously). Exclusion criteria were applied in the order in which they are presented in this table. This means that for instance, duplicates (i.e., criterion [e]) were excluded from a data set to which all previous data exclusion criteria (i.e., [a] to [d]) had already been applied. Exclusion criteria that were uniquely applied to state data are marked with an asterisk (*). Age (just as any other socio-demographic variable) was not assessed in S1W2. Hence, criterion (c) could not be applied to the trait and state data set of S1W2. Criterion (f) was relevant for S1W1 only. Note that participants who were excluded according to criteria (a), (b), and (c) could not participate in the ESM phase of data collection. Consequently, from each state data set, there were as many (empty) state reports as participants deleted on these three criteria (e.g., 2,842 participants and state reports—i.e., empty rows in the state data set—were excluded on criterion [a] in S1W1).

a Participants could not deliberately disagree with the conditions of participation. Instead, not checking the box “I agree to the conditions of participation” (i.e., the only response option given on the consent item) lead to being excluded from continued study completion.

b There were no test users in S1W2. Instead, one participant explicitly requested to be excluded from the data sets.

jopd-11-83-g2.png
Figure 2

Longitudinal Trajectories of Daily Numbers of ESM Reports and Participants in S1W1.

Note: This figure shows how many ESM surveys (blue line) were completed by how many participants (yellow line) per day during the ESM phase of S1W1 (Study 1 Wave 1), that is, from January 14, 2020, until April 17, 2020. ESM report = completed ESM survey. Date format: DD/MM/YYYY. Statistics are based on the respective study wave’s state data set.

jopd-11-83-g3.png
Figure 3

Longitudinal Trajectories of Daily Numbers of ESM Reports and Participants in S1W2.

Note: This figure shows how many ESM surveys (blue line) were completed by how many participants (yellow line) per day during the ESM phase of S1W2 (Study 1 Wave 2), that is, from March 17, 2020, until April 18, 2020. ESM report = completed ESM survey. Date format: DD/MM/YYYY. Statistics are based on the respective study wave’s state data set.

jopd-11-83-g4.png
Figure 4

Longitudinal Trajectories of Daily Numbers of ESM Reports and Participants in S2W1.

Note: This figure shows how many ESM surveys (blue line) were completed by how many participants (yellow line) per day during the ESM phase of S2W1 (Study 2 Wave 1), that is, from March 19, 2020, until April 25, 2020. ESM report = completed ESM survey. Date format: DD/MM/YYYY. Statistics are based on the respective study wave’s state data set.

jopd-11-83-g5.png
Figure 5

Longitudinal Trajectories of Daily Numbers of ESM Reports and Participants in S2W2.

Note: This figure shows how many ESM surveys (blue line) were completed by how many participants (yellow line) per day during the ESM phase of S2W2 (Study 2 Wave 2), that is, from May 14, 2020, until June 14, 2020. ESM report = completed ESM survey. Date format: DD/MM/YYYY. Statistics are based on the respective study wave’s state data set. Please note that no state data was generated beyond June 14, 2020, but that the last possible day to complete the final trait survey was June 16, 2020 (cf. Figure 1 in Section 2.1).

Table 3

Descriptive Statistics on ESM Reports and ESM Days per Participant and Study Wave.

NUMBER OF PARTICIPANTSNUMBER OF STATE REPORTSESM REPORTS PER PARTICIPANT/ESM DAYS PER PARTICIPANT
MMDNSDRANGE
S1W131317,46455.8/12.165/1425.2/4.01–97/1–16
S1W219312,04862.4/12.971/1423.2/3.51–88/1–16
S2W11,64540,99424.9/7.815/724.3/5.31–88/1–15
S2W291423,81626.1/8.419/923.0/5.01–84/1–14

[i] Note: This table presents means, medians, standard deviations, and ranges pertaining to the number of ESM reports (i.e., completed ESM surveys) and the number of completed ESM days per participant and study wave. S1W1 = Study 1 Wave 1 (all other waves are abbreviated analogously), Mdn = median. Statistics are based on the respective study wave’s state data set.

Table 4

Number of Observations in Merged EMOTIONS Data Sets.

STUDY 1STUDY 2
Trait data setParticipants from both study waves incl. Wave 1 and 2 onlyNtotal = 370
Nboth = 186
NS1W1 only = 167
NS1W2 only = 17
Ntotal = 3,565
Nboth = 304
NS2W1 only = 2,211
NS2W2 only = 1,050
State data setParticipants from both study waves incl. Wave 1 and 2 onlyNparticipants total = 327
Nparticipants both = 179
Nparticipants S1W1 only = 134
Nparticipants S1W2 only = 14
Nparticipants total = 2,272
Nparticipants both = 287
Nparticipants S2W1 only = 1,358
Nparticipants S2W2 only = 627
State reports from both study waves incl. Wave 1 and 2 onlyNstate reports total = 29,512
Nstate reports both = 22,903
Nstate reports S1W1 only = 5,749
Nstate reports S1W2 only = 860
Nstate reports total = 64,810
Nstate reports both = 22,284
Nstate reports S2W1 only = 27,931
Nstate reports S2W2 only = 14,595

[i] Note: This table shows the number of participants and—for the state data sets—state reports included in every merged data set. Data sets were merged based on identical emails and/or identical participant codes.

Table 5

Socio-Demographic Sample Information Based on the Trait Data Set per EMOTIONS Study Wave.

SOCIO-DEMOGRAPHIC VARIABLESTUDY WAVE
S1W1S2W1S2W2
Gender (% female)78.275.980.6
Age in years (M, Mdn, SD, range)23.0, 21, 6.8, 16–6733.2, 30, 12.6, 16–9941.0, 40, 12.4, 16–75
Educational status (% general qualification for university entrance, % higher education degree) a80, 1835, 4728, 48
Occupational status (% at university, % currently employed) b92, 734, 5111, 69
Current enrollment in higher education (% currently enrolled) c953713
Part-time job (% yes) d6466
Household size (M, Mdn, SD, range) e2.7, 2, 2.7, 1–992.5, 2, 2.7, 1–90
Relationship status (% single) f3328

[i] Note: This table presents socio-demographic sample information based on the trait data set per EMOTIONS wave. S1W1 = Study 1 Wave 1 (all other waves are abbreviated analogously), Mdn = median. Number of participants who provided data on all socio-demographic variables per study wave: nS1W1 = 353, nS2W1 = 2,515, nS2W2 = 1,354. For each socio-demographic sample information, reported statistics are specified in parentheses. Empty cells indicate that the variable in question was not administered in the respective study wave. Note that no socio-demographic information were assessed in S1W2. For full response formats, see our comprehensive codebooks on OSF (osf.io/6kzx3/); and for details on outlier inspection, see Section 2.6.

a General qualification for university entrance subsumed two response options: 6 (general qualification for university entrance with no additional vocational training), 7 (general qualification for university entrance plus vocational training). Higher education degree subsumed three response options: 8 (university of applied sciences degree), 9 (university degree), 10 (university degree and PhD).

b Currently employed subsumed three response options: 5 (full-time employment), 6 (part-time employment), 7 (self-employed).

c Currently enrolled subsumed two response options: 1 (yes, at a university), 2 (yes, at a university of applied sciences).

d Part-time job was assessed from T1 of S2W1 onwards. Moreover, it was displayed only if a participant reported being enrolled in higher education (i.e., at a university or a university of applied sciences), resulting in nS2W1 = 916, nS2W2 = 178 on this variable.

e Household size was assessed from T1 of S2W1 onwards.

f Relationship status was assessed from T2 of S2W1 onwards, resulting in nS2W1 = 945 on this variable. Moreover, due to drop-out, 1,351 participants provided data on their relationship status in S2W2.

Table 6

Established Trait Measures in EMOTIONS Study 1 (With Statistics Based on Trait Data Sets).

MEASURE, TOTAL NUMBER OF ITEMS, RESPONSE FORMAT, SOURCES (GERMAN, ENGLISH)SUBSCALE (NUMBER OF ITEMS PER SUBSCALE, IF APPLICABLE)M (SD), ω, n
S1W1S1W2
T1T2T4
Interpersonal Adjective Scales (IAL a) + neuroticism-related items
  • 64 items in the IAL + 16 neuroticism-related items

  • 1 (Strongly disagree); 2 (Rather disagree); 3 (Neutral); 4 (Rather agree); 5 (Strongly agree)

    • Deviation from original response format, that is 1 (extremely inaccurate) – 8 (extremely accurate)

  • German version: Jacobs & Scholl (2005)

  • English version: Wiggins et al. (1988)

  • Neuroticism-related items were selected from a list by Ostendorf (1994) similar to a selection by Back et al. (2009)

PA (8)3.23 (0.63), .82, 3353.31 (0.67), .84, 2673.30 (0.69), .83, 170
BC (8)2.44 (0.67), .79, 3362.40 (0.66), .78, 2672.40 (0.66), .79, 170
DE (8)1.60 (0.50), .78, 3351.56 (0.48), .76, 2671.52 (0.51), .82, 170
FG (8)2.32 (0.66), .82, 3352.26 (0.72), .86, 2672.24 (0.73), .86, 170
HI (8)2.72 (0.73), .81, 3352.67 (0.75), .82, 2672.68 (0.77), .83, 170
JK (8)3.20 (0.54), .72, 3353.21 (0.54), .73, 2673.23 (0.58), .77, 170
LM (8)4.11 (0.53), .82, 3354.14 (0.50), .81, 2674.15 (0.50), .79, 170
NO (8)3.84 (0.54), .81, 3353.88 (0.58), .84, 2673.89 (0.55), .82, 170
Neuroticism (16)2.92 (0.62), .89, 3352.78 (0.62), .89, 2672.73 (0.60), .88, 170
Narcissistic Admiration and Rivalry Questionnaire (NARQ)
  • 18 items

  • 1 (Not agree at all); 2 (Not agree); 3 (Rather not agree); 4 (Rather agree); 5 (Agree); 6 (Agree completely)

    • In the original version, only the extreme poles are labelled verbally, whereas in the EMOTIONS project, all response options were labelled to fulfil the requirements of the matrix response format in formr (Arslan et al., 2020).

  • German and English version: Back et al. (2013)

Admiration (9)3.12 (0.78), .85, 3323.14 (0.80), .87, 2663.14 (0.83), .89, 170
Rivalry (9)2.14 (0.74), .84, 3322.04 (0.74), .85, 2662.06 (0.77), .87, 170
Hypersensitive Narcissism Scale (HSNS)
  • 10 items

  • 1 (Does not apply at all); 2 (Rather does not apply); 3 (Neutral); 4 (Rather applies); 5 (Applies completely)

    • Deviation from original response format, that is 1 (very uncharacteristic or untrue, strongly disagree); 2 (uncharacteristic); 3 (neutral); 4 (characteristic); 5 (very characteristic or true, strongly agree)

  • German version: Morf et al. (2017)

  • English version: Hendin & Cheek (1997)

2.84 (0.49), .49, 3282.85 (0.52), .56, 2652.84 (0.46), .31, 168
Rosenberg Self-Esteem Scale (RSES)
  • 10 items

  • 1 (Strongly disagree); 2 (Disagree); 3 (Agree); 4 (Strongly agree)

    • Deviation from original response scale that ranges from 0 to 3

  • German version: von Collani & Herzberg (2003)

  • English version: Rosenberg (1965)

2.97 (0.52), .89, 3323.03 (0.52), .89, 2663.06 (0.56), .92, 168

[i] Note: This table shows every established trait measure employed in both waves of Study 1 of the EMOTIONS project, with all descriptive statistics being calculated on the basis of the respective study wave’s trait data set. ω = McDonald’s omega, n = number of participants who provided data on all items per (sub-) scale, S1W1 = Study 1 Wave 1, S1W2 = Study 1 Wave 2. No established trait measures were assessed at T3 of S1W2. Thus, this time point is omitted from this table. For full sources and the order of assessment, please refer to this paper’s reference list and/or the study-wave-specific codebooks. Each codebook offers the most detailed and chronological transcript of every EMOTIONS wave (incl. all instructions, item wordings, and response formats) and can be retrieved from osf.io/6kzx3/.

Table 7

Established Trait Measures in EMOTIONS Study 2 (With Statistics Based on Trait Data Sets).

MEASURE, TOTAL NUMBER OF ITEMS, RESPONSE FORMAT, SOURCES (GERMAN, ENGLISH)SUBSCALE (NUMBER OF ITEMS PER SUBSCALE, IF APPLICABLE)M (SD), ω, n
S2W1S2W2
T1T2T3T4
Big Five Inventory-2-S (BFI-2-S)
• 30 items
• 1 (Disagree strongly); 2 (Disagree a little); 3 (Neutral; no opinion); 4 (Agree strongly); 5 (Agree strongly)
• German version: Rammstedt et al. (2020)
• English version: Soto & John (2017)
Negative Emotionality (6)2.74 (0.74), .81, 2,3582.67 (0.77), .83, 9372.79 (0.76), .82, 1,2992.72 (0.80), .84, 627
Extraversion (6)3.31 (0.66), .74, 2,3583.21 (0.66), .74, 9373.17 (0.67), .74, 1,2993.12 (0.65), .74, 627
Open-Mindedness (6)3.63 (0.69), .72, 2,3583.68 (0.73), .76, 9373.63 (0.72), .75, 1,2993.71 (0.78), .77, 627
Agreeableness (6)3.85 (0.55), .67, 2,3583.87 (0.57), .71, 9373.79 (0.56), .69, 1,2993.86 (0.54), .67, 627
Conscientiousness (6)3.70 (0.65), .77, 2,3583.69 (0.67), .80, 9373.60 (0.65), .78, 1,2993.62 (0.66), .80, 627
Honesty-Humility (subscale from the HEXACO-60)
• 10 items
• 1 (strongly disagree); 2 (disagree); 3 (neutral); 4 (agree) 5 (strongly agree)
• German and English version: Ashton & Lee (2009)
3.74 (0.55), .62, 9203.74 (0.54), .59, 1,2213.78 (0.56), .60, 616
Narcissistic Admiration and Rivalry Questionnaire Short Scale (NARQ-S)
  • 6 items

  • 1 (Not agree at all); 2 (Not agree); 3 (Rather not agree); 4 (Rather agree); 5 (Agree); 6 (Agree completely)

    • In the original version, only the extreme poles are labelled verbally, whereas in the EMOTIONS project, all response options were labelled to fulfil the requirements of the matrix response format in formr (Arslan et al., 2020).

  • German and English version: Back et al. (2013)

  • More recent validation study (of the German and English version): Leckelt et al. (2018)

Admiration (3)2.65 (1.03), .78, 2,3172.54 (1.05), .80, 9312.57 (1.04), .78, 1,2792.39 (1.04), .81, 623
Rivalry (3)2.10 (0.81), .64, 2,3172.02 (0.84), .67, 9312.09 (0.82), .64, 1,2791.96 (0.79), .63, 623
Single self-esteem item (from the RSES)
  • 0 (Strongly disagree) – 10 (Strongly agree)

    • Deviation from original response format, that is 0 (Strongly disagree) – 3 (Strongly agree)

  • German version: von Collani & Herzberg (2003)

  • English version: Rosenberg (1965)

6.83 (1.87), 2,3176.93 (1.84), 9316.60 (2.05), 1,2796.69 (2.02), 623
UCLA Loneliness Scale (ULS)
  • 9 items

  • 1 (Never); 2 (Rarely); 3 (Sometimes); 4 (Often); 5 (Always)

    • Deviation from original response format, that is 1 (never); 2 (rarely); 3 (sometimes); 4 (always): The response option 4 (Often) was added to provide an equally spaced rating scale.

  • German version: Luhmann et al. (2016)

  • English version: Russell et al. (1980)

2.45 (0.63), 2,2812.47 (0.63), .87, 9292.63 (0.65), .88, 1,2622.57 (0.64), .89, 621
Political orientation
• 1 item
• 1 (Left) – 11 (Right)
• German version: Kroh (2007)
• No English version available
4.33 (1.81), 9274.46 (1.93), 1,2454.33 (1.79), 620
Conspiracy Mentality Questionnaire (CMQ)
  • 5 items

  • 1 (Extremely unlikely) – 11 (Extremely likely)

    • Deviation from original response format, that is 0% (certainly not); 10% (extremely unlikely); 20% (very unlikely); 30% (unlikely); 40% (somewhat unlikely); 50% (undecided); 60% (somewhat likely); 70% (likely); 80% (very likely); 90% (extremely likely); 100% (certain)

  • German and English version: Bruder et al. (2013)

5.19 (2.10), .86, 9275.04 (2.28), .87, 1,2454.66 (2.13), .87, 620

[i] Note: This table shows every established trait measure employed in both waves of Study 2 of the EMOTIONS project, with all descriptive statistics being calculated on the basis of the respective study wave’s trait data set. ω = McDonald’s omega, n = number of participants who provided data on all items per (sub-) scale, S2W1 = Study 2 Wave 1, S2W2 = Study 2 Wave 2. An empty cell indicates that the measure was not assessed at the designated time point. McDonald’s omega could not be computed for single-item measures (i.e., single self-esteem item, political orientation). For full sources and the order of assessment, please refer to this paper’s reference list and/or the study-wave-specific codebooks. Each codebook offers the most detailed and chronological transcript of every EMOTIONS wave (incl. all instructions, item wordings, and response formats) and can be retrieved from osf.io/6kzx3/.

Table 8

Self-Generated, COVID-19-Related Trait Measures of the EMOTIONS Project.

MEASURENUMBER OF ITEMSWHAT WAS MEASURED?RESPONSE FORMATS1W2S2W1S2W2
T3T4T1T2T3T4
Coronavirus-related risk estimationsRating scale: 1 (Very low) – 6 (Very high)
    Self-related risk estimations3Estimated risk of the coronavirus for personal health, social life, and work/university studies
    Family-related risk estimations3Estimated risk of the coronavirus for family’s (i.e., parents, grandparents, siblings) health, social life, and working life/university studies
    Close-others-related risk estimations3Estimated risk of the coronavirus for close others’ (i.e., partner, close friends) health, social life, and working life/university studies
    Society-related risk estimations4Estimated risk of the coronavirus for the healthcare system, social cohesion, economy/working life, and cultural life
Coronavirus-related worriesRating scale: 1 (Does not apply at all) – 6 (Applies completely)
    Personal worries3Assessment of personal worries due to the coronavirus and its containment (e.g., oneself being anxious/worried)
    Others’ worries3Assessment of other people’s worries due to the coronavirus and its containment (e.g., others being anxious/worried)
Coronavirus-related behavioral evaluationsRating scale: 1 (Does not apply at all) – 6 (Applies completely)
    General behavioral evaluations4Evaluation of the appropriateness of governmental crisis management, people’s panic, journalists’ reporting, and the discussion on social media
    Self-related behavioral evaluations5Evaluation of personal behaviors regarding the coronavirus and its containment (e.g., oneself acting with caution)
    Personal hope and belief in social cohesion2Assessment of the beliefs that “we as society can get the situation under control” and that one is “in the same boat as everyone else”
    Other-related behavioral evaluations5Evaluation of other people’s behaviors regarding the coronavirus and its containment (e.g., others acting with caution)
Coronavirus-related behavioral changesAssessment of engaging less, equally, or more often than before the coronavirus crisis in behaviors including:Rating scale: 1 (Significantly less often) – 4 (Equally often) – 7 (Significantly more often)
    Hygiene-related behavioral changes2Washing hands, sneezing/coughing into the crook of one’s arm
    Social-distancing-related behavioral changes4Keeping distance to other people, grocery shopping in supermarkets, visiting public places (e.g., markets, shopping centers), staying at home
    Travel- and transportation-related behavioral changes3Going on planned trips, riding one’s bike, using public transport
    Leisure-related behavioral changes13Visiting family, meeting up with friends, attending public events with more/less than 50 persons, attending private meetings with more/less than 10 persons, inviting people to one’s home, going to nightclubs/cafes, visiting cultural facilities (e.g., museums, cinemas), going to a fitness studio/for a walk/jogging outside
    Work-related behavioral changes3Working/studying at home, studying in the library, sitting for exams
Coronavirus-related stockpiling2Number of toilet paper rolls and packages of pasta currently in one’s householdInteger
Coronavirus-related policy evaluationsEvaluation of the appropriateness of policies regarding the …Rating scale: 1 (Not sensible at all) – 6 (Extremely sensible)
    Evaluation of policies regarding events3… cancellation of different-sized events (e.g., large-scale events, private events with more than 50 persons)
    Evaluation of policies regarding travel as well as (local and long-distance) public transport7… discontinuation of public transport (e.g., local public transport service, short- and long-haul air travel) and travel bans (e.g., border closures for people seeking to enter the country, ban on travelling abroad)
    Evaluation of policies regarding educational institutions3… closure of (nursery) schools and higher education institutions
    Evaluation of policies regarding cultural life3… closure of cultural institutions including nightclubs, bars/cafés, museums, or sports facilities
    Evaluation of policies regarding retail1… of retail stores with the exception of supermarkets, drugstores, and pharmacies
    Evaluation of policies regarding quarantine and rationing of essential goods3… imposition of quarantine and rationing/seizure-of-essential-goods regulations
    Evaluation of policies regarding the relaxation of restrictions1Evaluation whether restrictions are being relaxed with appropriate speedRating scale: 1 (Way too slowly) – 7 (Way too fast)
Exposure to the coronavirus
    Self-related exposure5 in S1W2, 8 starting with S2W1 T1Personal exposure to the coronavirus in terms of being in (voluntary or prescribed) quarantine, having/having had typical symptoms of the disease, and having been tested (positive)
Additionally since S2W1 T1: Personal exposure in terms of following social distancing measures, thinking that one or more people from one’s household belong to risk group, and different degrees of being able to pursue one’s occupation/part-time job
Select one: 1 (Yes); 2 (No)
    Family-related exposure5 in S1W2, 3 starting with S2W1 T1Number of people in one’s family (i.e., parents, grandparents, siblings) being in (voluntary or prescribed) quarantine, reporting symptoms, and having been tested (positive)
Since S2W1 T1: Only number of people in one’s family being in quarantine (no differentiation between prescribed and voluntary quarantine), and having been tested (positive)
Integer
    Close-others-related exposure5 in S1W2, 3 starting with S2W1 T1Number of people in one’s close personal environment (i.e., partner, close friends) being in (voluntary or prescribed) quarantine, reporting symptoms, and having been tested (positive)
Since S2W1 T1: Only number of people in one’s close personal environment being in quarantine (no differentiation between prescribed and voluntary quarantine), and having been tested (positive)
Integer
    Wider-social-environment-related exposure5 in S1W2, 3 starting with S2W1 T1Number of people in one’s wider social environment (i.e., fellow university students, other acquaintances) being in quarantine, reporting symptoms, and having been tested (positive)
Since S2W1 T1: Only number of people in one’s wider social environment being in quarantine (no differentiation between prescribed and voluntary quarantine), and having been tested (positive)
Integer
Coronavirus-related personal restrictions4Assessment of the degree to which one is willing to accept personal quality of life constraints to reduce the risk of infection for oneself, one’s family members/friends, others in general, and members of the risk groupRating scale: 1 (Disagree strongly) – 5 (Agree strongly)

[i] Note: This table presents all self-generated, COVID-19-related trait measures employed in the EMOTIONS project, organized into self-construed item sets. Each item set is accompanied by the number of (self-generated) items it subsumes, an overview of what it measured, and its response format. In addition, a check mark (✓) indicates that the item set was assessed at the designated time point, whereas a cross (✗) indicates that the item set was not assessed at the designated time point. No self-generated, COVID-19-related trait items were administered in S1W1. Thus, this wave is omitted from this table. Number of participants who provided data on all self-generated, COVID-19-related trait measures per study wave and time point in the trait data set (number of participants in the respective state data set given in parentheses): nS1W2 T3 = 201 (193), nS1W2 T4 = 170 (170), nS2W1 T1 = 2,097 (1,645), nS2W1 T2 = 945 (942), nS2W2 T3 = 1,132 (914), nS2W2 T4 = 634 (629). For item-specific information, instructions, and the order of assessment, please refer to the study-wave-specific codebooks. Each codebook offers the most detailed and chronological transcript of every EMOTIONS wave (incl. all instructions, item wordings, and response formats) and can be retrieved from osf.io/6kzx3/.

Table 9

State Measures of the EMOTIONS Project.

MEASUREINSTRUCTION AND ITEMRESPONSE FORMAT
Interaction occurred?Since the last survey, I (at least) had one social interaction that lasted longer than 5 minutes.Select one: 1 (Yes); 2 (No)
If interaction
    Type of activityDuring what type of activity did the interaction take place?Select one: 1 (job-related task/chore); 2 (private task/chore); 3 (leisure activity)
    Mode of communicationThe interaction evaluated here took place as follows:Select one: 1 (directly/in person); 2 (via phone/chat)
    Number of interaction partnersHow many people other than you were involved in the interaction? Please enter 5 if you interacted with more than 5 people. In this case, please refer below to the five people with whom you interacted the most.Select one: 1 – 5
    Relationship to each interaction partnerNow, for each of the involved interaction partners, please indicate what role he/she had in relation to you. If you interacted with more than 5 people, please report on the 5 most important people in the interaction.
This interaction partner in the situation has the following relationship to me:
Select one: 1 (Supervisor); 2 (My employee); 3 (Co-worker); 4 (Customer client patient); 5 (Friend/acquaintance); 6 (Partner); 7 (My child); 8 (Parent); 9 (Sibling); 10 (other relatives); 11 (other persons)
    Behavioral statesDuring the interaction, I exhibited the following behavior:Rating scale: 1 (Does not apply at all) – 6 (Applies completely)
    I took the lead.
    I criticized others.
    I did not get involved.
    I was self-assured.
    I was unfriendly.
    I was reserved.
    I raised the topic of the coronavirus.
    I helped others.
    Perceptual statesDuring the interaction, I perceived the following:Rating scale: 1 (Does not apply at all) – 6 (Applies completely)
    I was admired.
    I was criticized.
    I was ignored.
    I was respected.
    Others tried to steal the show from me.
    I was sidelined.
    I was asked about the coronavirus.
    I experienced understanding and a feeling of security from others.
    Emotional statesHow did you feel immediately after the interaction?Rating scale: 1 (Does not apply at all) – 6 (Applies completely)
    Proud
    Successful
    Superior
    Angry
    Socially excluded
    Envious
    Resentful
    Ashamed
    Insecure
    Enthusiastic
    Relaxed
    Anxious
    Sad
    Lonely
Finally, please use the following sliders to indicate how dissatisfied vs satisfied and calm vs activated you felt overall:Select one using slider: 0 – 100
    dissatisfied vs satisfied
    calm vs activated
If no interaction (i.e., if non-social activity)
    Type of activityWhat kind of activity was it?Select one: 1 (job-related task/chore); 2 (private task/chore); 3 (leisure activity)
    Mode of activityThe activity evaluated here took place as follows:Select one: 1 (on the computer/laptop/tablet/cell phone); 2 (not on the computer/laptop/tablet/cell phone)
    COVID-19-specific activitiesThe activity related to:Select one: 1 (Yes); 2 (No)
    Researching the coronavirus
    Reading news about the coronavirus
    Perceptual statesDuring the activity, I perceived the following:Rating scale: 1 (Does not apply at all) – 6 (Applies completely)
    I found the activity pleasant.
    I had fun.
    I did tasks that others assigned to me.
    I was intellectually/mentally stimulated.
    I was overwhelmed.
    I was bored.
    I was concentrated.
    I was motivated.
    I thought about the coronavirus.
    Emotional statesHow did you feel immediately after the activity?Rating scale: 1 (Does not apply at all) – 6 (Applies completely)
    Proud
    Successful
    Superior
    Angry
    Socially excluded
    Envious
    Resentful
    Ashamed
    Insecure
    Enthusiastic
    Relaxed
    Anxious
    Sad
    Lonely
Finally, please use the following sliders to indicate how dissatisfied vs satisfied and calm vs activated you felt overall:Select one using slider: 0 – 100
    dissatisfied vs satisfied
    calm vs activated
Interaction-independent, coronavirus-related momentary worriesDue to the coronavirus outbreak, I am worried about …Rating scale: 1 (Very little) – 6 (Very much)
    Self-related worries    … my health.*
    … my social life.*
    … my university studies/my work.*
    Society-related worries    … the healthcare system in Germany.*
    … social cohesion in Germany.*
    … the economy/working life in Germany.*
    … cultural life in Germany.*
    Other-related worries (voluntary items: if an item did not apply, it could be skipped)
        Parents-related worries    … my parents’ health.*
        Grandparents-related worries    … my grandparents’ health.*
        Siblings-related worries    … my siblings’ health.*
        Children-related worries    … my children’s health.
        Partner-related worries    … my partner’s health.*
        Close-friends-related worries    … my close friends’ health.*
        Wider-social-environment-related worries    … the health of my wider social environment (fellow university students, other acquaintances).*

[i] Note: This table presents all state items administered in the EMOTIONS project, organized into self-construed item sets and accompanied by each item’s response format. Some items were adapted from the Interpersonal Adjective Scales (IAL; German version by Jacobs & Scholl, 2005; English version by Wiggins et al., 1988), the Positive and Negative Affect Schedule (PANAS; German versions by Krohne et al., 1996; Röcke & Grühn, 2003; English version by Watson et al., 1988), and the affect grid (Russell et al., 1989). Other items and all response formats were self-generated. Items marked with an asterisk (*) were administered from S1W2 onwards, and items marked with a cross () were administered from S2W1 onwards. Number of participants who and state reports that provided data on all state items (except for those items that assessed [a] the relationship to each interaction partner due to their dependency on the number of interaction partners and [b] interaction-independent, coronavirus-related momentary worries due to their mostly voluntary nature) per study wave (either post social interaction or non-social activity): nS1W1 participants = 313 (interaction = 238; activity = 75), nS1W1 ESM reports = 17,464 (interaction = 10,548; activity = 6,916), nS1W2 participants = 193 (interaction = 146; activity = 47), nS1W2 ESM reports = 12,048 (interaction = 7,486; activity = 4,562), nS2W1 participants = 1,645 (interaction = 1,152; activity = 493), nS2W1 ESM reports = 40,994 (interaction = 25,210; activity = 15,784), nS2W2 participants = 914 (interaction = 698; activity = 216), nS2W2 ESM reports = 23,816 (interaction = 14,663; activity = 9,153). For full instructions and the order of assessment, please refer to the study-wave-specific codebooks. Each codebook offers the most detailed and chronological transcript of every EMOTIONS wave (incl. all instructions, item wordings, and response formats) and can be retrieved from: osf.io/6kzx3/.

a Participants were interrogated on their relationships with—for instance—a third interaction partner only if they reported that three or more people were involved in the preceding interaction.

Table 10

Description of all EMOTIONS Data Sets.

STUDY 1STUDY 2
WAVE 1WAVE 2WAVE 1WAVE 2
File name and data typeTrait data (processed data)Study1_Wave1_Traitdata.csvStudy1_Wave2_Traitdata.csvStudy2_Wave1_Traitdata.csvStudy2_Wave2_Traitdata.csv
Merged trait data (merged from the processed data sets above)Study1_BothWaves_Traitdata_inclWave1[2]-only.csvStudy2_BothWaves_Traitdata_inclWave1[2]-only.csv
ESM data (processed data)Study1_Wave1_ESMdata.csvStudy1_Wave2_ESMdata.csvStudy2_Wave1_ESMdata.csvStudy2_Wave2_ESMdata.csv
Merged ESM data (merged from the processed data sets above)Study1_BothWaves_ESMdata_inclWave1[2]-only.csvStudy2_BothWaves_ESMdata_inclWave1[2]-only.csv
Format name and versionCSVAll state (i.e., ESM) data sets are in long format.
LanguageAmerican English
LicenseCC-By Attribution 4.0 International
Limits to sharingAll EMOTIONS data are shared on osf.io/6kzx3/. We encourage researchers wishing to use (subsets of) the EMOTIONS data to link their preregistrations on OSF with the EMOTIONS project OSF page. Preregistrations can be created directly via OSF Registries (osf.io/registries/osf/new). Likewise, any other approach to preregistration is welcome (e.g., a self-generated preregistration file that is uploaded on OSF). In this preregistration, we ask researchers to specify their research objective(s)/question(s), hypotheses, and the EMOTIONS data to be used. This procedure will allow other investigators and us to keep an overview of all planned and ongoing research projects that employ EMOTIONS data, minimizing potential overlap between different research projects. Moreover, we created a Google Survey (https://forms.gle/MDj6WceMcioq5eUt9), where we kindly ask all researchers planning to utilize the EMOTIONS data to provide brief information on themselves, their research question(s), and the EMOTIONS data of interest. By providing such up-to-date, easily-generated information on upcoming research projects, this survey is supposed to supplement the more formal preregistration mentioned above.
As noted in Section 2.7, we took several measures to anonymize the data prior to its publication. One measure was the removal of possibly identifiable variables (participant code, gender, gender specification, age, semester of studies, and field of studies). However, all variables (except for participant code) can be personally requested from us.
Publication date04/11/2022
FAIR data/CodebooksCodebook_EMOTIONS_Study1_Wave1.pdf, Codebook_EMOTIONS_Study1_Wave2.pdf, Codebook_EMOTIONS_Study2_Wave1.pdf, and Codebook_EMOTIONS_Study2_Wave2.pdf to be retrieved from OSF

[i] Note: This table provides detailed information on all shared EMOTIONS data sets. S1W1 = Study 1 Wave 1 (all other waves are abbreviated analogously). “_inclWave1[2]-only” indicates that participants who completed either S1W1 or S1W2 (likewise: S2W1 or S2W2) only have been included in addition to participants who completed both waves.

DOI: https://doi.org/10.5334/jopd.83 | Journal eISSN: 2050-9863
Language: English
Published on: Apr 10, 2023
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2023 Elina Ryvkina, Lara Kroencke, Katharina Geukes, Julian Scharbert, Mitja D. Back, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.