Slides and example for third session

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# codebook_generation_01.R
#
# Code generation example
#
# Input: results/data_rdm-ms-ss2024_cleaned.RData
# Output:
#
# created: 2024-06-04
# setwd("C:/Users/nwickelmaier/Nextcloud/Documents/teaching/iwm/data_management/03_data_organisation/example/")
load("data/results/data_rdm-ms-ss2024_cleaned.RData")
codebook <- data.frame(var_name = names(dat),
var_text = c("Response Id", "Please indicate your sex.",
"How old are you? Please enter your age in years.",
"Have you ever published data in a repository?",
"How many of your data sets have you published so far?",
"All my analyses are preregistered",
"Sharing my data is very important to me",
"I invest more time in research data management than my colleagues",
"I think research data management is overrated",
"Sharing data is bad scientific practice",
"What is your current career level?",
"How long have you been working in science (in years)?")
)
codebook$type <- sapply(dat, class)
codebook$n <- sapply(dat, length)
codebook$mean <- sapply(dat, function(x) ifelse(is.numeric(x), mean(x, na.rm = TRUE), NA))
codebook$sd <- sapply(dat, function(x) ifelse(is.numeric(x), sd(x), NA))
write.table(codebook,
file = "data/codebook/codebook_01.csv",
na = "",
sep = ";",
quote = FALSE)
openxlsx::write.xlsx(codebook, file = "data/codebook/codebook_01.xlsx")
@@ -0,0 +1,13 @@
var_name;var_text;type;n;mean;sd
1;ResponseId;Response Id;factor;13;;
2;age;Please indicate your sex.;integer;13;29.6923076923077;5.99144689515278
3;sex;How old are you? Please enter your age in years.;factor;13;;
4;data_sharing_1;Have you ever published data in a repository?;factor;13;;
5;data_sharing_2;How many of your data sets have you published so far?;numeric;13;2.30769230769231;1.65250392761083
6;rdm_stmnt_1;All my analyses are preregistered;numeric;13;4.15384615384615;1.14354374979373
7;rdm_stmnt_2;Sharing my data is very important to me;numeric;13;4;
8;rdm_stmnt_3;I invest more time in research data management than my colleagues;numeric;13;2.84615384615385;0.800640769025436
9;rdm_stmnt_4;I think research data management is overrated;numeric;13;1.15384615384615;0.375533808099405
10;rdm_stmnt_5;Sharing data is bad scientific practice;numeric;13;1.15384615384615;0.375533808099405
11;career_level_1;What is your current career level?;factor;13;;
12;career_level_2;How long have you been working in science (in years)?;numeric;13;6.26923076923077;10.1788493632126
1 var_name;var_text;type;n;mean;sd
2 1;ResponseId;Response Id;factor;13;;
3 2;age;Please indicate your sex.;integer;13;29.6923076923077;5.99144689515278
4 3;sex;How old are you? Please enter your age in years.;factor;13;;
5 4;data_sharing_1;Have you ever published data in a repository?;factor;13;;
6 5;data_sharing_2;How many of your data sets have you published so far?;numeric;13;2.30769230769231;1.65250392761083
7 6;rdm_stmnt_1;All my analyses are preregistered;numeric;13;4.15384615384615;1.14354374979373
8 7;rdm_stmnt_2;Sharing my data is very important to me;numeric;13;4;
9 8;rdm_stmnt_3;I invest more time in research data management than my colleagues;numeric;13;2.84615384615385;0.800640769025436
10 9;rdm_stmnt_4;I think research data management is overrated;numeric;13;1.15384615384615;0.375533808099405
11 10;rdm_stmnt_5;Sharing data is bad scientific practice;numeric;13;1.15384615384615;0.375533808099405
12 11;career_level_1;What is your current career level?;factor;13;;
13 12;career_level_2;How long have you been working in science (in years)?;numeric;13;6.26923076923077;10.1788493632126
@@ -0,0 +1,68 @@
# codebook_generation_01.R
#
# Code generation example
#
# Input: results/data_rdm-ms-ss2024_cleaned.RData
# Output:
#
# created: 2024-06-04
# setwd("C:/Users/nwickelmaier/Nextcloud/Documents/teaching/iwm/data_management/03_data_organisation/example/")
dat <- as.data.frame(haven::read_spss("data/rawdata/RDM_MS_SS2024_download_2024-06-04.sav"))
## Fix data_sharing_2
dat$data_sharing_2[dat$data_sharing_2 == "1 out of 4"] <- 1
# Look at attributes
attributes(dat$sex)
# Create codebook with survey questions
codebook <- data.frame(variable = names(dat),
label = sapply(dat, function(x) attr(x, "label")))
# Clean up data frame
dat <- as.data.frame(lapply(dat, sjlabelled::unlabel))
sapply(dat, class) # Look at classes
dat$age <- as.numeric(dat$age)
dat$career_level_2 <- as.numeric(dat$career_level_2)
dat$data_sharing_2 <- as.numeric(dat$data_sharing_2)
dat$sex <- factor(dat$sex,
levels = 1:4,
labels = names(attr(dat$sex, "labels")))
dat$data_sharing_1 <- factor(dat$data_sharing_1,
levels = 1:2,
labels = names(attr(dat$data_sharing_1, "labels")))
dat$career_level_1 <- factor(dat$career_level_1,
levels = 1:6,
labels = names(attr(dat$career_level_1, "labels")))
# Add descriptive statistics to codebook
codebook$n <- sapply(dat, length)
codebook$type <- sapply(dat, class)
codebook$mean <- sapply(dat, function(x) ifelse(is.numeric(x), mean(x, na.rm = TRUE), NA))
codebook$sd <- sapply(dat, function(x) ifelse(is.numeric(x), sd(x), NA))
# props <- function(x) {
# if (is.factor(x)) {
# proportions(summary(x))
# } else {
# NA
# }
# }
#
# codebook$prop <- lapply(dat, props)
write.table(codebook,
file = "data/codebook/codebook_02.csv",
na = "",
sep = ";",
quote = FALSE)
openxlsx::write.xlsx(codebook, file = "data/codebook/codebook_02.xlsx")
@@ -0,0 +1,13 @@
variable;label;n;type;mean;sd
ResponseId;ResponseId;Response ID;13;character;;
age;age;How old are you? Please enter your age in years.;13;numeric;29.6923076923077;5.99144689515278
sex;sex;Please indicate your sex.;13;factor;;
data_sharing_1;data_sharing_1;Have you ever published data in a repository?;13;factor;;
data_sharing_2;data_sharing_2;How many of your data sets have you published so far?;13;numeric;1.38461538461538;1.85015591858549
rdm_stmnt_1;rdm_stmnt_1;Please indicate how much you agree with the following statements - All my analyses are preregistered;13;numeric;4.15384615384615;1.14354374979373
rdm_stmnt_2;rdm_stmnt_2;Please indicate how much you agree with the following statements - Sharing my data is very important to me;13;numeric;4;
rdm_stmnt_3;rdm_stmnt_3;Please indicate how much you agree with the following statements - I invest more time in research data management than my colleagues;13;numeric;2.84615384615385;0.800640769025436
rdm_stmnt_4;rdm_stmnt_4;Please indicate how much you agree with the following statements - I think research data management is overrated;13;numeric;1.84615384615385;0.987096233585649
rdm_stmnt_5;rdm_stmnt_5;Please indicate how much you agree with the following statements - Sharing data is bad scientific practice;13;numeric;1.15384615384615;0.375533808099405
career_level_1;career_level_1;What is your current career level?;13;factor;;
career_level_2;career_level_2;How long have you been working in science (in years)?;13;numeric;6.26923076923077;10.1788493632126
1 variable;label;n;type;mean;sd
2 ResponseId;ResponseId;Response ID;13;character;;
3 age;age;How old are you? Please enter your age in years.;13;numeric;29.6923076923077;5.99144689515278
4 sex;sex;Please indicate your sex.;13;factor;;
5 data_sharing_1;data_sharing_1;Have you ever published data in a repository?;13;factor;;
6 data_sharing_2;data_sharing_2;How many of your data sets have you published so far?;13;numeric;1.38461538461538;1.85015591858549
7 rdm_stmnt_1;rdm_stmnt_1;Please indicate how much you agree with the following statements - All my analyses are preregistered;13;numeric;4.15384615384615;1.14354374979373
8 rdm_stmnt_2;rdm_stmnt_2;Please indicate how much you agree with the following statements - Sharing my data is very important to me;13;numeric;4;
9 rdm_stmnt_3;rdm_stmnt_3;Please indicate how much you agree with the following statements - I invest more time in research data management than my colleagues;13;numeric;2.84615384615385;0.800640769025436
10 rdm_stmnt_4;rdm_stmnt_4;Please indicate how much you agree with the following statements - I think research data management is overrated;13;numeric;1.84615384615385;0.987096233585649
11 rdm_stmnt_5;rdm_stmnt_5;Please indicate how much you agree with the following statements - Sharing data is bad scientific practice;13;numeric;1.15384615384615;0.375533808099405
12 career_level_1;career_level_1;What is your current career level?;13;factor;;
13 career_level_2;career_level_2;How long have you been working in science (in years)?;13;numeric;6.26923076923077;10.1788493632126
@@ -0,0 +1,10 @@
#' ---
#' title: Codebook for Data Set "RDM MS SS 2024"
#' author: Nora Wickelmaier
#' ---
#+ echo = FALSE
dat <- haven::read_spss("../rawdata/RDM_MS_SS2024_download_2024-06-04.sav")
codebook::codebook(dat)
@@ -0,0 +1,94 @@
###############################################################################
This file contains an overview of the variables from a toy data set collected
at the methods seminar SS 2024. The raw data contain in
"RDM_MS_SS2024_download_2024-06-03_v1.csv" contain additional variables
created by Qualtrics. The variables have been preprocessed and are stored in
"data_rdm-ms-ss2024_cleaned.csv".
###############################################################################
ResponseId. <Qualtrics ID of subject>
-------------------------------------------------------------------------------
random sequence of numbers, letters, and underscore
sex. Please indicate your sex.
-------------------------------------------------------------------------------
-1. m
-2. f
-3. d
-4. not indicated
age. How old are you? Please enter your age in years.
-------------------------------------------------------------------------------
numerical input
data_sharing_1. Have you ever published data in a repository?
-------------------------------------------------------------------------------
-1. No
-2. Yes
data_sharing_2. How many of your data sets have you published so far?
-------------------------------------------------------------------------------
numerical input
rdm_stmnt. Please indicate how much you agree with the following statements:
rdm_stmnt_1. All my analyses are preregistered
-------------------------------------------------------------------------------
-1. Strongly disagree
-2. Disagree
-3. Neither agree nor disagree
-4. Agree
-5. Strongly agree
rdm_stmnt_2. Sharing my data is very important to me
-------------------------------------------------------------------------------
-1. Strongly disagree
-2. Disagree
-3. Neither agree nor disagree
-4. Agree
-5. Strongly agree
rdm_stmnt_3. I invest more time in research data management than my colleagues
-------------------------------------------------------------------------------
-1. Strongly disagree
-2. Disagree
-3. Neither agree nor disagree
-4. Agree
-5. Strongly agree
rdm_stmnt_4. I think research data management is overrated
-------------------------------------------------------------------------------
-1. Strongly disagree
-2. Disagree
-3. Neither agree nor disagree
-4. Agree
-5. Strongly agree
rdm_stmnt_5. Sharing data is bad scientific practice
-------------------------------------------------------------------------------
-1. Strongly disagree
-2. Disagree
-3. Neither agree nor disagree
-4. Agree
-5. Strongly agree
career_level_1. What is your current career level?
-------------------------------------------------------------------------------
-1. Student
-2. PhD student
-3. Postdoc
-4. Senior researcher
-5 Professor
-6. Other
career_level_2. How long have you been working in science (in years)?
-------------------------------------------------------------------------------
numerical input
@@ -0,0 +1,16 @@
ResponseId,age,sex,data_sharing_1,data_sharing_2,rdm_stmnt_1,rdm_stmnt_2,rdm_stmnt_3,rdm_stmnt_4,rdm_stmnt_5,career_level_1,career_level_2
Response ID,How old are you? Please enter your age in years.,Please indicate your sex.,Have you ever published data in a repository?,How many of your data sets have you published so far?,Please indicate how much you agree with the following statements - All my analyses are preregistered,Please indicate how much you agree with the following statements - Sharing my data is very important to me,Please indicate how much you agree with the following statements - I invest more time in research data management than my colleagues,Please indicate how much you agree with the following statements - I think research data management is overrated,Please indicate how much you agree with the following statements - Sharing data is bad scientific practice,What is your current career level?,How long have you been working in science (in years)?
"{""ImportId"":""_recordId""}","{""ImportId"":""QID3_TEXT""}","{""ImportId"":""QID1""}","{""ImportId"":""QID4""}","{""ImportId"":""QID7_TEXT""}","{""ImportId"":""QID2_1""}","{""ImportId"":""QID2_2""}","{""ImportId"":""QID2_3""}","{""ImportId"":""QID2_4""}","{""ImportId"":""QID2_5""}","{""ImportId"":""QID8""}","{""ImportId"":""QID9_TEXT""}"
R_8q7OpSkcuPT7SbI,42,f,No,1,Neither agree nor disagree,Agree,Strongly agree,Strongly disagree,Strongly disagree,Other,14
R_8Io4pbk0A1a37VL,28,f,Yes,1,Strongly agree,,Neither agree nor disagree,Disagree,Strongly disagree,PhD student,1
R_2J9B4aLaasQ1m81,28,f,Yes,1 out of 4,Strongly agree,Strongly agree,Disagree,Disagree,Strongly disagree,PhD student,3
R_80kqWr3W48SgiUZ,43,f,Yes,6,Agree,Agree,Neither agree nor disagree,Disagree,Strongly disagree,PhD student,3
R_8QpI8T0rjTjaPPr,30,f,Yes,4,Strongly agree,Agree,Neither agree nor disagree,Strongly disagree,Strongly disagree,PhD student,5
R_8QoVv6THz1Qjtuz,28,f,Yes,1,Disagree,Disagree,Disagree,Agree,Strongly disagree,Professor,38
R_2F9fXxf3NedHqZl,25,d,No,0,Agree,Strongly agree,Disagree,Neither agree nor disagree,Disagree,PhD student,2
R_2foYj4iSgaBTkEO,24,f,No,0,Strongly agree,Strongly agree,Neither agree nor disagree,Strongly disagree,Strongly disagree,PhD student,1
R_83T6Oak5vI6GNJ7,30,f,Yes,1,Strongly agree,Agree,Neither agree nor disagree,Neither agree nor disagree,Strongly disagree,Postdoc,7
R_2Vz26rWsOLYwqnD,25,m,Yes,3,Agree,Agree,Neither agree nor disagree,Disagree,Disagree,PhD student,2
R_8HcBgUUm1BXFfhv,29,m,No,0,Strongly agree,Disagree,Disagree,Strongly disagree,Strongly disagree,PhD student,3
R_2P1TMDNlwm0gSIk,26,f,No,0,Disagree,Agree,Neither agree nor disagree,Strongly disagree,Strongly disagree,PhD student,1.5
R_225ffqhb7qRaIGO,28,f,No,0,Strongly agree,Strongly agree,Neither agree nor disagree,Strongly disagree,Strongly disagree,PhD student,1
1 ResponseId age sex data_sharing_1 data_sharing_2 rdm_stmnt_1 rdm_stmnt_2 rdm_stmnt_3 rdm_stmnt_4 rdm_stmnt_5 career_level_1 career_level_2
2 Response ID How old are you? Please enter your age in years. Please indicate your sex. Have you ever published data in a repository? How many of your data sets have you published so far? Please indicate how much you agree with the following statements - All my analyses are preregistered Please indicate how much you agree with the following statements - Sharing my data is very important to me Please indicate how much you agree with the following statements - I invest more time in research data management than my colleagues Please indicate how much you agree with the following statements - I think research data management is overrated Please indicate how much you agree with the following statements - Sharing data is bad scientific practice What is your current career level? How long have you been working in science (in years)?
3 {"ImportId":"_recordId"} {"ImportId":"QID3_TEXT"} {"ImportId":"QID1"} {"ImportId":"QID4"} {"ImportId":"QID7_TEXT"} {"ImportId":"QID2_1"} {"ImportId":"QID2_2"} {"ImportId":"QID2_3"} {"ImportId":"QID2_4"} {"ImportId":"QID2_5"} {"ImportId":"QID8"} {"ImportId":"QID9_TEXT"}
4 R_8q7OpSkcuPT7SbI 42 f No 1 Neither agree nor disagree Agree Strongly agree Strongly disagree Strongly disagree Other 14
5 R_8Io4pbk0A1a37VL 28 f Yes 1 Strongly agree Neither agree nor disagree Disagree Strongly disagree PhD student 1
6 R_2J9B4aLaasQ1m81 28 f Yes 1 out of 4 Strongly agree Strongly agree Disagree Disagree Strongly disagree PhD student 3
7 R_80kqWr3W48SgiUZ 43 f Yes 6 Agree Agree Neither agree nor disagree Disagree Strongly disagree PhD student 3
8 R_8QpI8T0rjTjaPPr 30 f Yes 4 Strongly agree Agree Neither agree nor disagree Strongly disagree Strongly disagree PhD student 5
9 R_8QoVv6THz1Qjtuz 28 f Yes 1 Disagree Disagree Disagree Agree Strongly disagree Professor 38
10 R_2F9fXxf3NedHqZl 25 d No 0 Agree Strongly agree Disagree Neither agree nor disagree Disagree PhD student 2
11 R_2foYj4iSgaBTkEO 24 f No 0 Strongly agree Strongly agree Neither agree nor disagree Strongly disagree Strongly disagree PhD student 1
12 R_83T6Oak5vI6GNJ7 30 f Yes 1 Strongly agree Agree Neither agree nor disagree Neither agree nor disagree Strongly disagree Postdoc 7
13 R_2Vz26rWsOLYwqnD 25 m Yes 3 Agree Agree Neither agree nor disagree Disagree Disagree PhD student 2
14 R_8HcBgUUm1BXFfhv 29 m No 0 Strongly agree Disagree Disagree Strongly disagree Strongly disagree PhD student 3
15 R_2P1TMDNlwm0gSIk 26 f No 0 Disagree Agree Neither agree nor disagree Strongly disagree Strongly disagree PhD student 1.5
16 R_225ffqhb7qRaIGO 28 f No 0 Strongly agree Strongly agree Neither agree nor disagree Strongly disagree Strongly disagree PhD student 1
@@ -0,0 +1,66 @@
* Encoding: UTF-8.
TITLE "RDM_MS_SS2024".
SUBTITLE "".
VARIABLE LABELS
ResponseId "Response ID"
age "How old are you? Please enter your age in years."
sex "Please indicate your sex."
data_sharing_1 "Have you ever published data in a repository?"
data_sharing_2 "How many of your data sets have you published so far?"
rdm_stmnt_1 "Please indicate how much you agree with the following statements - All my analyses are preregistered"
rdm_stmnt_2 "Please indicate how much you agree with the following statements - Sharing my data is very important to me"
rdm_stmnt_3 "Please indicate how much you agree with the following statements - I invest more time in research data management than my colleagues"
rdm_stmnt_4 "Please indicate how much you agree with the following statements - I think research data management is overrated"
rdm_stmnt_5 "Please indicate how much you agree with the following statements - Sharing data is bad scientific practice"
career_level_1 "What is your current career level?"
career_level_2 "How long have you been working in science (in years)?"
.
VALUE LABELS
/sex
1 "m"
2 "f"
3 "d"
4 "not indicated"
/data_sharing_1
1 "No"
2 "Yes"
/rdm_stmnt_1
1 "Strongly disagree"
2 "Disagree"
3 "Neither agree nor disagree"
4 "Agree"
5 "Strongly agree"
/rdm_stmnt_2
1 "Strongly disagree"
2 "Disagree"
3 "Neither agree nor disagree"
4 "Agree"
5 "Strongly agree"
/rdm_stmnt_3
1 "Strongly disagree"
2 "Disagree"
3 "Neither agree nor disagree"
4 "Agree"
5 "Strongly agree"
/rdm_stmnt_4
1 "Strongly disagree"
2 "Disagree"
3 "Neither agree nor disagree"
4 "Agree"
5 "Strongly agree"
/rdm_stmnt_5
1 "Strongly disagree"
2 "Disagree"
3 "Neither agree nor disagree"
4 "Agree"
5 "Strongly agree"
/career_level_1
1 "Student"
2 "PhD student"
3 "Postdoc"
4 "Senior researcher"
5 "Professor"
6 "Other"
.
CACHE.
EXECUTE.
@@ -0,0 +1,17 @@
ResponseId,age,sex,data_sharing_1,data_sharing_2,rdm_stmnt_1,rdm_stmnt_2,rdm_stmnt_3,rdm_stmnt_4,rdm_stmnt_5,career_level_1,career_level_2
Response ID,How old are you? Please enter your age in years.,Please indicate your sex.,Have you ever published data in a repository?,How many of your data sets have you published so far?,Please indicate how much you agree with the following statements - All my analyses are preregistered,Please indicate how much you agree with the following statements - Sharing my data is very important to me,Please indicate how much you agree with the following statements - I invest more time in research data management than my colleagues,Please indicate how much you agree with the following statements - I think research data management is overrated,Please indicate how much you agree with the following statements - Sharing data is bad scientific practice,What is your current career level?,How long have you been working in science (in years)?
"{""ImportId"":""_recordId""}","{""ImportId"":""QID3_TEXT""}","{""ImportId"":""QID1""}","{""ImportId"":""QID4""}","{""ImportId"":""QID7_TEXT""}","{""ImportId"":""QID2_1""}","{""ImportId"":""QID2_2""}","{""ImportId"":""QID2_3""}","{""ImportId"":""QID2_4""}","{""ImportId"":""QID2_5""}","{""ImportId"":""QID8""}","{""ImportId"":""QID9_TEXT""}"
R_8q7OpSkcuPT7SbI,42,f,No,1,Neither agree nor disagree,Agree,Strongly agree,Strongly disagree,Strongly disagree,Other,14
R_8Io4pbk0A1a37VL,28,f,Yes,1,Strongly agree,,Neither agree nor disagree,Disagree,Strongly disagree,PhD student,1
R_2J9B4aLaasQ1m81,28,f,Yes,1 out of 4,Strongly agree,Strongly agree,Disagree,Disagree,Strongly disagree,PhD student,3
R_80kqWr3W48SgiUZ,43,f,Yes,6,Agree,Agree,Neither agree nor disagree,Disagree,Strongly disagree,PhD student,3
R_8QpI8T0rjTjaPPr,30,f,Yes,4,Strongly agree,Agree,Neither agree nor disagree,Strongly disagree,Strongly disagree,PhD student,5
R_8QoVv6THz1Qjtuz,28,f,Yes,1,Disagree,Disagree,Disagree,Agree,Strongly disagree,Professor,38
R_2F9fXxf3NedHqZl,25,d,No,0,Agree,Strongly agree,Disagree,Neither agree nor disagree,Disagree,PhD student,2
R_2foYj4iSgaBTkEO,24,f,No,0,Strongly agree,Strongly agree,Neither agree nor disagree,Strongly disagree,Strongly disagree,PhD student,1
R_83T6Oak5vI6GNJ7,30,f,Yes,1,Strongly agree,Agree,Neither agree nor disagree,Neither agree nor disagree,Strongly disagree,Postdoc,7
R_2Vz26rWsOLYwqnD,25,m,Yes,3,Agree,Agree,Neither agree nor disagree,Disagree,Disagree,PhD student,2
R_8HcBgUUm1BXFfhv,29,m,No,0,Strongly agree,Disagree,Disagree,Strongly disagree,Strongly disagree,PhD student,3
R_2P1TMDNlwm0gSIk,26,f,No,0,Disagree,Agree,Neither agree nor disagree,Strongly disagree,Strongly disagree,PhD student,1.5
R_225ffqhb7qRaIGO,28,f,No,0,Strongly agree,Strongly agree,Neither agree nor disagree,Strongly disagree,Strongly disagree,PhD student,1
R_2pXfOSq8DBImG6R,32,f,No,0,Neither agree nor disagree,Agree,Neither agree nor disagree,Strongly disagree,Strongly disagree,PhD student,2
1 ResponseId age sex data_sharing_1 data_sharing_2 rdm_stmnt_1 rdm_stmnt_2 rdm_stmnt_3 rdm_stmnt_4 rdm_stmnt_5 career_level_1 career_level_2
2 Response ID How old are you? Please enter your age in years. Please indicate your sex. Have you ever published data in a repository? How many of your data sets have you published so far? Please indicate how much you agree with the following statements - All my analyses are preregistered Please indicate how much you agree with the following statements - Sharing my data is very important to me Please indicate how much you agree with the following statements - I invest more time in research data management than my colleagues Please indicate how much you agree with the following statements - I think research data management is overrated Please indicate how much you agree with the following statements - Sharing data is bad scientific practice What is your current career level? How long have you been working in science (in years)?
3 {"ImportId":"_recordId"} {"ImportId":"QID3_TEXT"} {"ImportId":"QID1"} {"ImportId":"QID4"} {"ImportId":"QID7_TEXT"} {"ImportId":"QID2_1"} {"ImportId":"QID2_2"} {"ImportId":"QID2_3"} {"ImportId":"QID2_4"} {"ImportId":"QID2_5"} {"ImportId":"QID8"} {"ImportId":"QID9_TEXT"}
4 R_8q7OpSkcuPT7SbI 42 f No 1 Neither agree nor disagree Agree Strongly agree Strongly disagree Strongly disagree Other 14
5 R_8Io4pbk0A1a37VL 28 f Yes 1 Strongly agree Neither agree nor disagree Disagree Strongly disagree PhD student 1
6 R_2J9B4aLaasQ1m81 28 f Yes 1 out of 4 Strongly agree Strongly agree Disagree Disagree Strongly disagree PhD student 3
7 R_80kqWr3W48SgiUZ 43 f Yes 6 Agree Agree Neither agree nor disagree Disagree Strongly disagree PhD student 3
8 R_8QpI8T0rjTjaPPr 30 f Yes 4 Strongly agree Agree Neither agree nor disagree Strongly disagree Strongly disagree PhD student 5
9 R_8QoVv6THz1Qjtuz 28 f Yes 1 Disagree Disagree Disagree Agree Strongly disagree Professor 38
10 R_2F9fXxf3NedHqZl 25 d No 0 Agree Strongly agree Disagree Neither agree nor disagree Disagree PhD student 2
11 R_2foYj4iSgaBTkEO 24 f No 0 Strongly agree Strongly agree Neither agree nor disagree Strongly disagree Strongly disagree PhD student 1
12 R_83T6Oak5vI6GNJ7 30 f Yes 1 Strongly agree Agree Neither agree nor disagree Neither agree nor disagree Strongly disagree Postdoc 7
13 R_2Vz26rWsOLYwqnD 25 m Yes 3 Agree Agree Neither agree nor disagree Disagree Disagree PhD student 2
14 R_8HcBgUUm1BXFfhv 29 m No 0 Strongly agree Disagree Disagree Strongly disagree Strongly disagree PhD student 3
15 R_2P1TMDNlwm0gSIk 26 f No 0 Disagree Agree Neither agree nor disagree Strongly disagree Strongly disagree PhD student 1.5
16 R_225ffqhb7qRaIGO 28 f No 0 Strongly agree Strongly agree Neither agree nor disagree Strongly disagree Strongly disagree PhD student 1
17 R_2pXfOSq8DBImG6R 32 f No 0 Neither agree nor disagree Agree Neither agree nor disagree Strongly disagree Strongly disagree PhD student 2
@@ -0,0 +1,66 @@
* Encoding: UTF-8.
TITLE "RDM_MS_SS2024".
SUBTITLE "".
VARIABLE LABELS
ResponseId "Response ID"
age "How old are you? Please enter your age in years."
sex "Please indicate your sex."
data_sharing_1 "Have you ever published data in a repository?"
data_sharing_2 "How many of your data sets have you published so far?"
rdm_stmnt_1 "Please indicate how much you agree with the following statements - All my analyses are preregistered"
rdm_stmnt_2 "Please indicate how much you agree with the following statements - Sharing my data is very important to me"
rdm_stmnt_3 "Please indicate how much you agree with the following statements - I invest more time in research data management than my colleagues"
rdm_stmnt_4 "Please indicate how much you agree with the following statements - I think research data management is overrated"
rdm_stmnt_5 "Please indicate how much you agree with the following statements - Sharing data is bad scientific practice"
career_level_1 "What is your current career level?"
career_level_2 "How long have you been working in science (in years)?"
.
VALUE LABELS
/sex
1 "m"
2 "f"
3 "d"
4 "not indicated"
/data_sharing_1
1 "No"
2 "Yes"
/rdm_stmnt_1
1 "Strongly disagree"
2 "Disagree"
3 "Neither agree nor disagree"
4 "Agree"
5 "Strongly agree"
/rdm_stmnt_2
1 "Strongly disagree"
2 "Disagree"
3 "Neither agree nor disagree"
4 "Agree"
5 "Strongly agree"
/rdm_stmnt_3
1 "Strongly disagree"
2 "Disagree"
3 "Neither agree nor disagree"
4 "Agree"
5 "Strongly agree"
/rdm_stmnt_4
1 "Strongly disagree"
2 "Disagree"
3 "Neither agree nor disagree"
4 "Agree"
5 "Strongly agree"
/rdm_stmnt_5
1 "Strongly disagree"
2 "Disagree"
3 "Neither agree nor disagree"
4 "Agree"
5 "Strongly agree"
/career_level_1
1 "Student"
2 "PhD student"
3 "Postdoc"
4 "Senior researcher"
5 "Professor"
6 "Other"
.
CACHE.
EXECUTE.
@@ -0,0 +1,15 @@
ResponseId;age;sex;data_sharing_1;data_sharing_2;rdm_stmnt_1;rdm_stmnt_2;rdm_stmnt_3;rdm_stmnt_4;rdm_stmnt_5;career_level_1;career_level_2
R_8q7OpSkcuPT7SbI;42;f;No;2;3;4;5;1;1;Other;14
R_8Io4pbk0A1a37VL;28;f;Yes;2;5;NA;3;1;1;PhD student;1
R_2J9B4aLaasQ1m81;28;f;Yes;2;5;5;2;1;1;PhD student;3
R_80kqWr3W48SgiUZ;43;f;Yes;6;4;4;3;1;1;PhD student;3
R_8QpI8T0rjTjaPPr;30;f;Yes;5;5;4;3;1;1;PhD student;5
R_8QoVv6THz1Qjtuz;28;f;Yes;2;2;2;2;1;1;Professor;38
R_2F9fXxf3NedHqZl;25;d;No;1;4;5;2;2;2;PhD student;2
R_2foYj4iSgaBTkEO;24;f;No;1;5;5;3;1;1;PhD student;1
R_83T6Oak5vI6GNJ7;30;f;Yes;2;5;4;3;1;1;Postdoc;7
R_2Vz26rWsOLYwqnD;25;m;Yes;4;4;4;3;2;2;PhD student;2
R_8HcBgUUm1BXFfhv;29;m;No;1;5;2;2;1;1;PhD student;3
R_2P1TMDNlwm0gSIk;26;f;No;1;2;4;3;1;1;PhD student;1.5
R_225ffqhb7qRaIGO;28;f;No;1;5;5;3;1;1;PhD student;1
R_2pXfOSq8DBImG6R;32;f;No;1;3;4;3;1;1;PhD student;2
1 ResponseId age sex data_sharing_1 data_sharing_2 rdm_stmnt_1 rdm_stmnt_2 rdm_stmnt_3 rdm_stmnt_4 rdm_stmnt_5 career_level_1 career_level_2
2 R_8q7OpSkcuPT7SbI 42 f No 2 3 4 5 1 1 Other 14
3 R_8Io4pbk0A1a37VL 28 f Yes 2 5 NA 3 1 1 PhD student 1
4 R_2J9B4aLaasQ1m81 28 f Yes 2 5 5 2 1 1 PhD student 3
5 R_80kqWr3W48SgiUZ 43 f Yes 6 4 4 3 1 1 PhD student 3
6 R_8QpI8T0rjTjaPPr 30 f Yes 5 5 4 3 1 1 PhD student 5
7 R_8QoVv6THz1Qjtuz 28 f Yes 2 2 2 2 1 1 Professor 38
8 R_2F9fXxf3NedHqZl 25 d No 1 4 5 2 2 2 PhD student 2
9 R_2foYj4iSgaBTkEO 24 f No 1 5 5 3 1 1 PhD student 1
10 R_83T6Oak5vI6GNJ7 30 f Yes 2 5 4 3 1 1 Postdoc 7
11 R_2Vz26rWsOLYwqnD 25 m Yes 4 4 4 3 2 2 PhD student 2
12 R_8HcBgUUm1BXFfhv 29 m No 1 5 2 2 1 1 PhD student 3
13 R_2P1TMDNlwm0gSIk 26 f No 1 2 4 3 1 1 PhD student 1.5
14 R_225ffqhb7qRaIGO 28 f No 1 5 5 3 1 1 PhD student 1
15 R_2pXfOSq8DBImG6R 32 f No 1 3 4 3 1 1 PhD student 2