revdep/checks/volker/old/volker.Rcheck/tests/testthat/_snaps/effects.md
In friendly/heplots: Visualizing Hypothesis Tests in Multivariate Linear Models
effect_counts_one
Code
volker::effect_counts(dplyr::filter(data, sd_gender != "diverse"), sd_gender)
Output
|Statistic | Value|
|:----------------|-----:|
|Gini coefficient | 0.10|
|n | 100|
|Chi-squared | 4.00|
|p | 0.046|
|stars | *|
effect_counts_one_grouped
Code
volker::effect_counts(dplyr::mutate(dplyr::filter(data, sd_gender != "diverse"),
sd_age_group = ifelse(sd_age > 40, "40+", "< 40")), sd_gender, sd_age_group)
Output
|Statistic | Value|
|:-----------|-----:|
|Cramer's V | 0.05|
|n | 100|
|Chi-squared | 0.20|
|df | 1|
|p | 0.651|
|stars | |
effect_metrics_one
Code
volker::effect_metrics(data, sd_age)
Output
|Age | Value|
|:--------|-----:|
|skewness | 0.25|
|kurtosis | -0.98|
|Shapiro-Wilk normality test | Value|
|:---------------------------|----------:|
|W | 0.96|
|p | 0.002|
|stars | **|
|normality | not normal|
effect_metrics_one_grouped
Code
volker::effect_metrics(data, sd_age, adopter)
Output
|Term | estimate| ci low| ci high| se| t| p| stars|
|:-------------------------------------------------|--------:|------:|-------:|-----:|-----:|-----:|-----:|
|(Intercept) | 36.60| 29.55| 43.65| 3.55| 10.30| 0.000| ***|
|I try new offers immediately (Reference) | | | | | | | |
|I try new offers rather quickly | 4.21| -3.64| 12.06| 3.95| 1.06| 0.290| |
|I wait until offers establish themselves | 1.17| -7.97| 10.32| 4.61| 0.25| 0.800| |
|I only use new offers when I have no other choice | 19.40| -8.81| 47.61| 14.21| 1.36| 0.175| |
|Statistic | Value|
|:------------------|-----:|
|Adjusted R-squared | 0|
|F | 1|
|df | 3|
|residual df | 97|
|p | 0.4|
|stars | |
effect_metrics_one_grouped with t.test
Code
volker::effect_metrics(data, sd_age, sd_gender, method = "t.test")
Output
|Test | Statistic| Value|
|:---------------------------|----------:|-----------------:|
|Shapiro-Wilk normality test | W| 0.96|
|Shapiro-Wilk normality test | p| 0.002|
|Shapiro-Wilk normality test | stars| **|
|Shapiro-Wilk normality test | normality| not normal|
|Levene test | F| 0.07|
|Levene test | p| 0.796|
|Levene test | stars| |
|Levene test | variances| equal|
|Cohen's d | d| -0.3|
|Cohen's d | ci low| -0.7|
|Cohen's d | ci high| 0.1|
|t-Test | method| Two Sample t-test|
|t-Test | difference| -3.69|
|t-Test | ci low| -9.27|
|t-Test | ci high| 1.88|
|t-Test | se| 2.81|
|t-Test | df| 98|
|t-Test | t| -1.31|
|t-Test | p| 0.192|
|t-Test | stars| |
effect_metrics_one_cor
Code
volker::effect_metrics(data, sd_age, use_private, metric = TRUE)
Output
|Statistic | value|
|:-----------|-----:|
|R-squared | 0.03|
|n | 101|
|Pearson's r | -0.19|
|ci low | -0.37|
|ci high | 0.01|
|df | 99|
|t | -1.88|
|p | 0.063|
|stars | .|
effect_metrics_one_cor with pearson
Code
volker::effect_metrics(data, sd_age, use_private, metric = TRUE, method = "pearson")
Output
|Statistic | value|
|:-----------|-----:|
|R-squared | 0.03|
|n | 101|
|Pearson's r | -0.19|
|ci low | -0.37|
|ci high | 0.01|
|df | 99|
|t | -1.88|
|p | 0.063|
|stars | .|
effect_metrics_one_cor with spearman
Code
volker::effect_metrics(data, sd_age, use_private, metric = TRUE, method = "spearman")
Output
|Statistic | value|
|:--------------|---------:|
|R-squared | 0.04|
|n | 101|
|Spearman's rho | -0.2|
|s | 206410.07|
|p | 0.043|
|stars | *|
effect_metrics_items
Code
volker::effect_metrics(data, tidyselect::starts_with("use_"))
Output
|Usage | skewness| kurtosis| W| p| stars| normality|
|:-----------------------|--------:|--------:|----:|-----:|-----:|----------:|
|in private context | 0.41| -0.39| 0.90| 0.000| ***| not normal|
|in professional context | 0.51| -1.13| 0.84| 0.000| ***| not normal|
effect_metrics_items_cor with one variable
Code
volker::effect_metrics(data, tidyselect::starts_with("cg_adoption_"), sd_age,
metric = TRUE)
Output
|Expectations: Correlation with Age | R-squared| n| Pearson's r| ci low| ci high| df| t| p| stars|
|:-----------------------------------------------------------|---------:|--:|-----------:|------:|-------:|--:|-----:|-----:|-----:|
|ChatGPT has clear advantages compared to similar offerings. | 0.02| 97| -0.12| -0.32| 0.08| 95| -1.22| 0.227| |
|Using ChatGPT brings financial benefits. | 0.02| 97| -0.13| -0.32| 0.07| 95| -1.29| 0.200| |
|Using ChatGPT is advantageous in many tasks. | 0.01| 97| -0.09| -0.28| 0.11| 95| -0.86| 0.393| |
|Compared to other systems, using ChatGPT is more fun. | 0.01| 97| -0.12| -0.31| 0.08| 95| -1.15| 0.254| |
|Much can go wrong when using ChatGPT. | 0.03| 97| 0.18| -0.02| 0.36| 95| 1.76| 0.082| .|
|There are legal issues with using ChatGPT. | 0.06| 97| 0.24| 0.05| 0.42| 95| 2.45| 0.016| *|
|The security of user data is not guaranteed with ChatGPT. | 0.01| 97| -0.10| -0.29| 0.11| 95| -0.93| 0.354| |
|Using ChatGPT could bring personal disadvantages. | 0.00| 97| 0.02| -0.18| 0.22| 95| 0.20| 0.846| |
|In my environment, using ChatGPT is standard. | 0.03| 97| -0.17| -0.36| 0.03| 95| -1.73| 0.087| .|
|Almost everyone in my environment uses ChatGPT. | 0.00| 97| -0.06| -0.26| 0.14| 95| -0.59| 0.557| |
|Not using ChatGPT is considered being an outsider. | 0.01| 97| 0.09| -0.11| 0.28| 95| 0.87| 0.387| |
|Using ChatGPT brings me recognition from my environment. | 0.00| 97| -0.02| -0.22| 0.18| 95| -0.22| 0.823| |
4 missing case(s) omitted.
effect_metrics_items_cor with one variable and spearman
Code
volker::effect_metrics(data, tidyselect::starts_with("cg_adoption_"), sd_age,
metric = TRUE, method = "spearman")
Output
|Expectations: Correlation with Age | R-squared| n| Spearman's rho| s| p| stars|
|:-----------------------------------------------------------|---------:|--:|--------------:|---------:|-----:|-----:|
|ChatGPT has clear advantages compared to similar offerings. | 0.02| 97| -0.14| 172811.45| 0.183| |
|Using ChatGPT brings financial benefits. | 0.02| 97| -0.14| 173694.29| 0.165| |
|Using ChatGPT is advantageous in many tasks. | 0.02| 97| -0.13| 171301.35| 0.218| |
|Compared to other systems, using ChatGPT is more fun. | 0.02| 97| -0.14| 172970.04| 0.180| |
|Much can go wrong when using ChatGPT. | 0.03| 97| 0.17| 126186.26| 0.095| .|
|There are legal issues with using ChatGPT. | 0.07| 97| 0.26| 113310.65| 0.012| *|
|The security of user data is not guaranteed with ChatGPT. | 0.01| 97| -0.12| 170009.06| 0.251| |
|Using ChatGPT could bring personal disadvantages. | 0.00| 97| 0.01| 151122.65| 0.950| |
|In my environment, using ChatGPT is standard. | 0.03| 97| -0.16| 177123.13| 0.107| |
|Almost everyone in my environment uses ChatGPT. | 0.00| 97| -0.07| 162382.67| 0.510| |
|Not using ChatGPT is considered being an outsider. | 0.01| 97| 0.12| 133571.33| 0.235| |
|Using ChatGPT brings me recognition from my environment. | 0.00| 97| -0.01| 153072.54| 0.950| |
4 missing case(s) omitted.
effect_metrics_items_cor with items
Code
volker::effect_metrics(data, tidyselect::starts_with("cg_adoption_"),
tidyselect::starts_with("cg_adoption_"), metric = TRUE)
Output
|Item 1: Expectations | Item 2: Expectations| R-squared| n| Pearson's r| ci low| ci high| df| t| p| stars|
|:-----------------------------------------------------------|-----------------------------------------------------------:|---------:|--:|-----------:|------:|-------:|--:|-----:|-----:|-----:|
|ChatGPT has clear advantages compared to similar offerings. | ChatGPT has clear advantages compared to similar offerings.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | Using ChatGPT brings financial benefits.| 0.14| 97| 0.37| 0.19| 0.53| 95| 3.91| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | Using ChatGPT is advantageous in many tasks.| 0.41| 97| 0.64| 0.50| 0.74| 95| 8.04| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | Compared to other systems, using ChatGPT is more fun.| 0.37| 97| 0.61| 0.47| 0.72| 95| 7.47| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | Much can go wrong when using ChatGPT.| 0.02| 97| -0.14| -0.33| 0.06| 95| -1.40| 0.166| |
|ChatGPT has clear advantages compared to similar offerings. | There are legal issues with using ChatGPT.| 0.04| 97| 0.19| -0.01| 0.38| 95| 1.90| 0.061| .|
|ChatGPT has clear advantages compared to similar offerings. | The security of user data is not guaranteed with ChatGPT.| 0.01| 97| 0.07| -0.13| 0.27| 95| 0.71| 0.477| |
|ChatGPT has clear advantages compared to similar offerings. | Using ChatGPT could bring personal disadvantages.| 0.00| 97| 0.01| -0.19| 0.21| 95| 0.10| 0.924| |
|ChatGPT has clear advantages compared to similar offerings. | In my environment, using ChatGPT is standard.| 0.04| 97| 0.21| 0.01| 0.39| 95| 2.07| 0.041| *|
|ChatGPT has clear advantages compared to similar offerings. | Almost everyone in my environment uses ChatGPT.| 0.08| 97| 0.28| 0.08| 0.45| 95| 2.84| 0.006| **|
|ChatGPT has clear advantages compared to similar offerings. | Not using ChatGPT is considered being an outsider.| 0.03| 97| 0.16| -0.04| 0.35| 95| 1.59| 0.115| |
|ChatGPT has clear advantages compared to similar offerings. | Using ChatGPT brings me recognition from my environment.| 0.07| 97| 0.27| 0.07| 0.44| 95| 2.68| 0.009| **|
|Using ChatGPT brings financial benefits. | ChatGPT has clear advantages compared to similar offerings.| 0.14| 97| 0.37| 0.19| 0.53| 95| 3.91| 0.000| ***|
|Using ChatGPT brings financial benefits. | Using ChatGPT brings financial benefits.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Using ChatGPT brings financial benefits. | Using ChatGPT is advantageous in many tasks.| 0.21| 97| 0.46| 0.29| 0.61| 95| 5.07| 0.000| ***|
|Using ChatGPT brings financial benefits. | Compared to other systems, using ChatGPT is more fun.| 0.18| 97| 0.42| 0.24| 0.57| 95| 4.55| 0.000| ***|
|Using ChatGPT brings financial benefits. | Much can go wrong when using ChatGPT.| 0.00| 97| 0.02| -0.18| 0.22| 95| 0.22| 0.830| |
|Using ChatGPT brings financial benefits. | There are legal issues with using ChatGPT.| 0.12| 97| 0.34| 0.15| 0.50| 95| 3.52| 0.001| ***|
|Using ChatGPT brings financial benefits. | The security of user data is not guaranteed with ChatGPT.| 0.12| 97| 0.34| 0.15| 0.51| 95| 3.56| 0.001| ***|
|Using ChatGPT brings financial benefits. | Using ChatGPT could bring personal disadvantages.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.20| 0.030| *|
|Using ChatGPT brings financial benefits. | In my environment, using ChatGPT is standard.| 0.29| 97| 0.54| 0.38| 0.67| 95| 6.24| 0.000| ***|
|Using ChatGPT brings financial benefits. | Almost everyone in my environment uses ChatGPT.| 0.25| 97| 0.50| 0.34| 0.64| 95| 5.67| 0.000| ***|
|Using ChatGPT brings financial benefits. | Not using ChatGPT is considered being an outsider.| 0.13| 97| 0.36| 0.18| 0.53| 95| 3.81| 0.000| ***|
|Using ChatGPT brings financial benefits. | Using ChatGPT brings me recognition from my environment.| 0.16| 97| 0.40| 0.22| 0.55| 95| 4.25| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | ChatGPT has clear advantages compared to similar offerings.| 0.41| 97| 0.64| 0.50| 0.74| 95| 8.04| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | Using ChatGPT brings financial benefits.| 0.21| 97| 0.46| 0.29| 0.61| 95| 5.07| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | Using ChatGPT is advantageous in many tasks.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | Compared to other systems, using ChatGPT is more fun.| 0.22| 97| 0.47| 0.30| 0.61| 95| 5.18| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | Much can go wrong when using ChatGPT.| 0.01| 97| -0.11| -0.30| 0.09| 95| -1.10| 0.274| |
|Using ChatGPT is advantageous in many tasks. | There are legal issues with using ChatGPT.| 0.04| 97| 0.19| -0.01| 0.38| 95| 1.93| 0.056| .|
|Using ChatGPT is advantageous in many tasks. | The security of user data is not guaranteed with ChatGPT.| 0.00| 97| 0.06| -0.14| 0.25| 95| 0.57| 0.573| |
|Using ChatGPT is advantageous in many tasks. | Using ChatGPT could bring personal disadvantages.| 0.01| 97| 0.09| -0.11| 0.28| 95| 0.87| 0.385| |
|Using ChatGPT is advantageous in many tasks. | In my environment, using ChatGPT is standard.| 0.11| 97| 0.33| 0.14| 0.50| 95| 3.46| 0.001| ***|
|Using ChatGPT is advantageous in many tasks. | Almost everyone in my environment uses ChatGPT.| 0.11| 97| 0.34| 0.15| 0.50| 95| 3.51| 0.001| ***|
|Using ChatGPT is advantageous in many tasks. | Not using ChatGPT is considered being an outsider.| 0.02| 97| 0.13| -0.07| 0.32| 95| 1.31| 0.195| |
|Using ChatGPT is advantageous in many tasks. | Using ChatGPT brings me recognition from my environment.| 0.10| 97| 0.31| 0.12| 0.48| 95| 3.18| 0.002| **|
|Compared to other systems, using ChatGPT is more fun. | ChatGPT has clear advantages compared to similar offerings.| 0.37| 97| 0.61| 0.47| 0.72| 95| 7.47| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | Using ChatGPT brings financial benefits.| 0.18| 97| 0.42| 0.24| 0.57| 95| 4.55| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | Using ChatGPT is advantageous in many tasks.| 0.22| 97| 0.47| 0.30| 0.61| 95| 5.18| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | Compared to other systems, using ChatGPT is more fun.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | Much can go wrong when using ChatGPT.| 0.04| 97| -0.19| -0.38| 0.01| 95| -1.89| 0.062| .|
|Compared to other systems, using ChatGPT is more fun. | There are legal issues with using ChatGPT.| 0.03| 97| 0.17| -0.03| 0.36| 95| 1.66| 0.100| |
|Compared to other systems, using ChatGPT is more fun. | The security of user data is not guaranteed with ChatGPT.| 0.02| 97| 0.14| -0.06| 0.33| 95| 1.40| 0.164| |
|Compared to other systems, using ChatGPT is more fun. | Using ChatGPT could bring personal disadvantages.| 0.00| 97| -0.07| -0.26| 0.13| 95| -0.66| 0.513| |
|Compared to other systems, using ChatGPT is more fun. | In my environment, using ChatGPT is standard.| 0.11| 97| 0.33| 0.14| 0.50| 95| 3.40| 0.001| ***|
|Compared to other systems, using ChatGPT is more fun. | Almost everyone in my environment uses ChatGPT.| 0.07| 97| 0.26| 0.06| 0.43| 95| 2.60| 0.011| *|
|Compared to other systems, using ChatGPT is more fun. | Not using ChatGPT is considered being an outsider.| 0.04| 97| 0.20| 0.00| 0.38| 95| 1.94| 0.055| .|
|Compared to other systems, using ChatGPT is more fun. | Using ChatGPT brings me recognition from my environment.| 0.13| 97| 0.36| 0.17| 0.52| 95| 3.72| 0.000| ***|
|Much can go wrong when using ChatGPT. | ChatGPT has clear advantages compared to similar offerings.| 0.02| 97| -0.14| -0.33| 0.06| 95| -1.40| 0.166| |
|Much can go wrong when using ChatGPT. | Using ChatGPT brings financial benefits.| 0.00| 97| 0.02| -0.18| 0.22| 95| 0.22| 0.830| |
|Much can go wrong when using ChatGPT. | Using ChatGPT is advantageous in many tasks.| 0.01| 97| -0.11| -0.30| 0.09| 95| -1.10| 0.274| |
|Much can go wrong when using ChatGPT. | Compared to other systems, using ChatGPT is more fun.| 0.04| 97| -0.19| -0.38| 0.01| 95| -1.89| 0.062| .|
|Much can go wrong when using ChatGPT. | Much can go wrong when using ChatGPT.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Much can go wrong when using ChatGPT. | There are legal issues with using ChatGPT.| 0.08| 97| 0.29| 0.09| 0.46| 95| 2.92| 0.004| **|
|Much can go wrong when using ChatGPT. | The security of user data is not guaranteed with ChatGPT.| 0.13| 97| 0.36| 0.17| 0.52| 95| 3.74| 0.000| ***|
|Much can go wrong when using ChatGPT. | Using ChatGPT could bring personal disadvantages.| 0.23| 97| 0.48| 0.31| 0.62| 95| 5.34| 0.000| ***|
|Much can go wrong when using ChatGPT. | In my environment, using ChatGPT is standard.| 0.03| 97| -0.19| -0.37| 0.01| 95| -1.85| 0.068| .|
|Much can go wrong when using ChatGPT. | Almost everyone in my environment uses ChatGPT.| 0.00| 97| 0.04| -0.16| 0.23| 95| 0.35| 0.725| |
|Much can go wrong when using ChatGPT. | Not using ChatGPT is considered being an outsider.| 0.01| 97| 0.10| -0.11| 0.29| 95| 0.94| 0.350| |
|Much can go wrong when using ChatGPT. | Using ChatGPT brings me recognition from my environment.| 0.01| 97| -0.07| -0.27| 0.13| 95| -0.73| 0.470| |
|There are legal issues with using ChatGPT. | ChatGPT has clear advantages compared to similar offerings.| 0.04| 97| 0.19| -0.01| 0.38| 95| 1.90| 0.061| .|
|There are legal issues with using ChatGPT. | Using ChatGPT brings financial benefits.| 0.12| 97| 0.34| 0.15| 0.50| 95| 3.52| 0.001| ***|
|There are legal issues with using ChatGPT. | Using ChatGPT is advantageous in many tasks.| 0.04| 97| 0.19| -0.01| 0.38| 95| 1.93| 0.056| .|
|There are legal issues with using ChatGPT. | Compared to other systems, using ChatGPT is more fun.| 0.03| 97| 0.17| -0.03| 0.36| 95| 1.66| 0.100| |
|There are legal issues with using ChatGPT. | Much can go wrong when using ChatGPT.| 0.08| 97| 0.29| 0.09| 0.46| 95| 2.92| 0.004| **|
|There are legal issues with using ChatGPT. | There are legal issues with using ChatGPT.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|There are legal issues with using ChatGPT. | The security of user data is not guaranteed with ChatGPT.| 0.15| 97| 0.38| 0.20| 0.54| 95| 4.06| 0.000| ***|
|There are legal issues with using ChatGPT. | Using ChatGPT could bring personal disadvantages.| 0.08| 97| 0.28| 0.08| 0.45| 95| 2.83| 0.006| **|
|There are legal issues with using ChatGPT. | In my environment, using ChatGPT is standard.| 0.05| 97| 0.23| 0.03| 0.41| 95| 2.28| 0.025| *|
|There are legal issues with using ChatGPT. | Almost everyone in my environment uses ChatGPT.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.18| 0.031| *|
|There are legal issues with using ChatGPT. | Not using ChatGPT is considered being an outsider.| 0.11| 97| 0.33| 0.15| 0.50| 95| 3.46| 0.001| ***|
|There are legal issues with using ChatGPT. | Using ChatGPT brings me recognition from my environment.| 0.09| 97| 0.30| 0.11| 0.47| 95| 3.08| 0.003| **|
|The security of user data is not guaranteed with ChatGPT. | ChatGPT has clear advantages compared to similar offerings.| 0.01| 97| 0.07| -0.13| 0.27| 95| 0.71| 0.477| |
|The security of user data is not guaranteed with ChatGPT. | Using ChatGPT brings financial benefits.| 0.12| 97| 0.34| 0.15| 0.51| 95| 3.56| 0.001| ***|
|The security of user data is not guaranteed with ChatGPT. | Using ChatGPT is advantageous in many tasks.| 0.00| 97| 0.06| -0.14| 0.25| 95| 0.57| 0.573| |
|The security of user data is not guaranteed with ChatGPT. | Compared to other systems, using ChatGPT is more fun.| 0.02| 97| 0.14| -0.06| 0.33| 95| 1.40| 0.164| |
|The security of user data is not guaranteed with ChatGPT. | Much can go wrong when using ChatGPT.| 0.13| 97| 0.36| 0.17| 0.52| 95| 3.74| 0.000| ***|
|The security of user data is not guaranteed with ChatGPT. | There are legal issues with using ChatGPT.| 0.15| 97| 0.38| 0.20| 0.54| 95| 4.06| 0.000| ***|
|The security of user data is not guaranteed with ChatGPT. | The security of user data is not guaranteed with ChatGPT.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|The security of user data is not guaranteed with ChatGPT. | Using ChatGPT could bring personal disadvantages.| 0.15| 97| 0.39| 0.21| 0.55| 95| 4.14| 0.000| ***|
|The security of user data is not guaranteed with ChatGPT. | In my environment, using ChatGPT is standard.| 0.00| 97| 0.06| -0.14| 0.26| 95| 0.61| 0.544| |
|The security of user data is not guaranteed with ChatGPT. | Almost everyone in my environment uses ChatGPT.| 0.04| 97| 0.20| 0.00| 0.38| 95| 1.94| 0.055| .|
|The security of user data is not guaranteed with ChatGPT. | Not using ChatGPT is considered being an outsider.| 0.08| 97| 0.29| 0.09| 0.46| 95| 2.91| 0.005| **|
|The security of user data is not guaranteed with ChatGPT. | Using ChatGPT brings me recognition from my environment.| 0.01| 97| 0.10| -0.11| 0.29| 95| 0.93| 0.354| |
|Using ChatGPT could bring personal disadvantages. | ChatGPT has clear advantages compared to similar offerings.| 0.00| 97| 0.01| -0.19| 0.21| 95| 0.10| 0.924| |
|Using ChatGPT could bring personal disadvantages. | Using ChatGPT brings financial benefits.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.20| 0.030| *|
|Using ChatGPT could bring personal disadvantages. | Using ChatGPT is advantageous in many tasks.| 0.01| 97| 0.09| -0.11| 0.28| 95| 0.87| 0.385| |
|Using ChatGPT could bring personal disadvantages. | Compared to other systems, using ChatGPT is more fun.| 0.00| 97| -0.07| -0.26| 0.13| 95| -0.66| 0.513| |
|Using ChatGPT could bring personal disadvantages. | Much can go wrong when using ChatGPT.| 0.23| 97| 0.48| 0.31| 0.62| 95| 5.34| 0.000| ***|
|Using ChatGPT could bring personal disadvantages. | There are legal issues with using ChatGPT.| 0.08| 97| 0.28| 0.08| 0.45| 95| 2.83| 0.006| **|
|Using ChatGPT could bring personal disadvantages. | The security of user data is not guaranteed with ChatGPT.| 0.15| 97| 0.39| 0.21| 0.55| 95| 4.14| 0.000| ***|
|Using ChatGPT could bring personal disadvantages. | Using ChatGPT could bring personal disadvantages.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Using ChatGPT could bring personal disadvantages. | In my environment, using ChatGPT is standard.| 0.06| 97| 0.25| 0.06| 0.43| 95| 2.54| 0.013| *|
|Using ChatGPT could bring personal disadvantages. | Almost everyone in my environment uses ChatGPT.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.23| 0.028| *|
|Using ChatGPT could bring personal disadvantages. | Not using ChatGPT is considered being an outsider.| 0.06| 97| 0.25| 0.06| 0.43| 95| 2.56| 0.012| *|
|Using ChatGPT could bring personal disadvantages. | Using ChatGPT brings me recognition from my environment.| 0.02| 97| 0.14| -0.06| 0.33| 95| 1.37| 0.174| |
|In my environment, using ChatGPT is standard. | ChatGPT has clear advantages compared to similar offerings.| 0.04| 97| 0.21| 0.01| 0.39| 95| 2.07| 0.041| *|
|In my environment, using ChatGPT is standard. | Using ChatGPT brings financial benefits.| 0.29| 97| 0.54| 0.38| 0.67| 95| 6.24| 0.000| ***|
|In my environment, using ChatGPT is standard. | Using ChatGPT is advantageous in many tasks.| 0.11| 97| 0.33| 0.14| 0.50| 95| 3.46| 0.001| ***|
|In my environment, using ChatGPT is standard. | Compared to other systems, using ChatGPT is more fun.| 0.11| 97| 0.33| 0.14| 0.50| 95| 3.40| 0.001| ***|
|In my environment, using ChatGPT is standard. | Much can go wrong when using ChatGPT.| 0.03| 97| -0.19| -0.37| 0.01| 95| -1.85| 0.068| .|
|In my environment, using ChatGPT is standard. | There are legal issues with using ChatGPT.| 0.05| 97| 0.23| 0.03| 0.41| 95| 2.28| 0.025| *|
|In my environment, using ChatGPT is standard. | The security of user data is not guaranteed with ChatGPT.| 0.00| 97| 0.06| -0.14| 0.26| 95| 0.61| 0.544| |
|In my environment, using ChatGPT is standard. | Using ChatGPT could bring personal disadvantages.| 0.06| 97| 0.25| 0.06| 0.43| 95| 2.54| 0.013| *|
|In my environment, using ChatGPT is standard. | In my environment, using ChatGPT is standard.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|In my environment, using ChatGPT is standard. | Almost everyone in my environment uses ChatGPT.| 0.54| 97| 0.73| 0.62| 0.81| 95| 10.47| 0.000| ***|
|In my environment, using ChatGPT is standard. | Not using ChatGPT is considered being an outsider.| 0.23| 97| 0.48| 0.31| 0.62| 95| 5.34| 0.000| ***|
|In my environment, using ChatGPT is standard. | Using ChatGPT brings me recognition from my environment.| 0.33| 97| 0.57| 0.42| 0.69| 95| 6.85| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | ChatGPT has clear advantages compared to similar offerings.| 0.08| 97| 0.28| 0.08| 0.45| 95| 2.84| 0.006| **|
|Almost everyone in my environment uses ChatGPT. | Using ChatGPT brings financial benefits.| 0.25| 97| 0.50| 0.34| 0.64| 95| 5.67| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | Using ChatGPT is advantageous in many tasks.| 0.11| 97| 0.34| 0.15| 0.50| 95| 3.51| 0.001| ***|
|Almost everyone in my environment uses ChatGPT. | Compared to other systems, using ChatGPT is more fun.| 0.07| 97| 0.26| 0.06| 0.43| 95| 2.60| 0.011| *|
|Almost everyone in my environment uses ChatGPT. | Much can go wrong when using ChatGPT.| 0.00| 97| 0.04| -0.16| 0.23| 95| 0.35| 0.725| |
|Almost everyone in my environment uses ChatGPT. | There are legal issues with using ChatGPT.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.18| 0.031| *|
|Almost everyone in my environment uses ChatGPT. | The security of user data is not guaranteed with ChatGPT.| 0.04| 97| 0.20| 0.00| 0.38| 95| 1.94| 0.055| .|
|Almost everyone in my environment uses ChatGPT. | Using ChatGPT could bring personal disadvantages.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.23| 0.028| *|
|Almost everyone in my environment uses ChatGPT. | In my environment, using ChatGPT is standard.| 0.54| 97| 0.73| 0.62| 0.81| 95| 10.47| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | Almost everyone in my environment uses ChatGPT.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | Not using ChatGPT is considered being an outsider.| 0.33| 97| 0.58| 0.43| 0.70| 95| 6.88| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | Using ChatGPT brings me recognition from my environment.| 0.29| 97| 0.54| 0.38| 0.67| 95| 6.23| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | ChatGPT has clear advantages compared to similar offerings.| 0.03| 97| 0.16| -0.04| 0.35| 95| 1.59| 0.115| |
|Not using ChatGPT is considered being an outsider. | Using ChatGPT brings financial benefits.| 0.13| 97| 0.36| 0.18| 0.53| 95| 3.81| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | Using ChatGPT is advantageous in many tasks.| 0.02| 97| 0.13| -0.07| 0.32| 95| 1.31| 0.195| |
|Not using ChatGPT is considered being an outsider. | Compared to other systems, using ChatGPT is more fun.| 0.04| 97| 0.20| 0.00| 0.38| 95| 1.94| 0.055| .|
|Not using ChatGPT is considered being an outsider. | Much can go wrong when using ChatGPT.| 0.01| 97| 0.10| -0.11| 0.29| 95| 0.94| 0.350| |
|Not using ChatGPT is considered being an outsider. | There are legal issues with using ChatGPT.| 0.11| 97| 0.33| 0.15| 0.50| 95| 3.46| 0.001| ***|
|Not using ChatGPT is considered being an outsider. | The security of user data is not guaranteed with ChatGPT.| 0.08| 97| 0.29| 0.09| 0.46| 95| 2.91| 0.005| **|
|Not using ChatGPT is considered being an outsider. | Using ChatGPT could bring personal disadvantages.| 0.06| 97| 0.25| 0.06| 0.43| 95| 2.56| 0.012| *|
|Not using ChatGPT is considered being an outsider. | In my environment, using ChatGPT is standard.| 0.23| 97| 0.48| 0.31| 0.62| 95| 5.34| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | Almost everyone in my environment uses ChatGPT.| 0.33| 97| 0.58| 0.43| 0.70| 95| 6.88| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | Not using ChatGPT is considered being an outsider.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | Using ChatGPT brings me recognition from my environment.| 0.31| 97| 0.56| 0.40| 0.68| 95| 6.53| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | ChatGPT has clear advantages compared to similar offerings.| 0.07| 97| 0.27| 0.07| 0.44| 95| 2.68| 0.009| **|
|Using ChatGPT brings me recognition from my environment. | Using ChatGPT brings financial benefits.| 0.16| 97| 0.40| 0.22| 0.55| 95| 4.25| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | Using ChatGPT is advantageous in many tasks.| 0.10| 97| 0.31| 0.12| 0.48| 95| 3.18| 0.002| **|
|Using ChatGPT brings me recognition from my environment. | Compared to other systems, using ChatGPT is more fun.| 0.13| 97| 0.36| 0.17| 0.52| 95| 3.72| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | Much can go wrong when using ChatGPT.| 0.01| 97| -0.07| -0.27| 0.13| 95| -0.73| 0.470| |
|Using ChatGPT brings me recognition from my environment. | There are legal issues with using ChatGPT.| 0.09| 97| 0.30| 0.11| 0.47| 95| 3.08| 0.003| **|
|Using ChatGPT brings me recognition from my environment. | The security of user data is not guaranteed with ChatGPT.| 0.01| 97| 0.10| -0.11| 0.29| 95| 0.93| 0.354| |
|Using ChatGPT brings me recognition from my environment. | Using ChatGPT could bring personal disadvantages.| 0.02| 97| 0.14| -0.06| 0.33| 95| 1.37| 0.174| |
|Using ChatGPT brings me recognition from my environment. | In my environment, using ChatGPT is standard.| 0.33| 97| 0.57| 0.42| 0.69| 95| 6.85| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | Almost everyone in my environment uses ChatGPT.| 0.29| 97| 0.54| 0.38| 0.67| 95| 6.23| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | Not using ChatGPT is considered being an outsider.| 0.31| 97| 0.56| 0.40| 0.68| 95| 6.53| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | Using ChatGPT brings me recognition from my environment.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
4 missing case(s) omitted.
effect_metrics_items_cor_items with two batteries
Code
volker::effect_metrics(data, tidyselect::starts_with("cg_adoption_"),
tidyselect::starts_with("use_"), metric = TRUE)
Output
|Expectations | Usage| R-squared| n| Pearson's r| ci low| ci high| df| t| p| stars|
|:-----------------------------------------------------------|-----------------------:|---------:|--:|-----------:|------:|-------:|--:|-----:|-----:|-----:|
|ChatGPT has clear advantages compared to similar offerings. | in private context| 0.25| 97| 0.50| 0.33| 0.63| 95| 5.60| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | in professional context| 0.08| 97| 0.28| 0.09| 0.46| 95| 2.86| 0.005| **|
|Using ChatGPT brings financial benefits. | in private context| 0.04| 97| 0.21| 0.01| 0.39| 95| 2.04| 0.044| *|
|Using ChatGPT brings financial benefits. | in professional context| 0.30| 97| 0.54| 0.39| 0.67| 95| 6.31| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | in private context| 0.13| 97| 0.37| 0.18| 0.53| 95| 3.83| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | in professional context| 0.14| 97| 0.37| 0.18| 0.53| 95| 3.86| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | in private context| 0.22| 97| 0.47| 0.29| 0.61| 95| 5.13| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | in professional context| 0.09| 97| 0.29| 0.10| 0.47| 95| 2.99| 0.004| **|
|Much can go wrong when using ChatGPT. | in private context| 0.06| 97| -0.24| -0.42| -0.04| 95| -2.41| 0.018| *|
|Much can go wrong when using ChatGPT. | in professional context| 0.01| 97| -0.09| -0.28| 0.11| 95| -0.89| 0.378| |
|There are legal issues with using ChatGPT. | in private context| 0.01| 97| 0.08| -0.12| 0.28| 95| 0.82| 0.413| |
|There are legal issues with using ChatGPT. | in professional context| 0.10| 97| 0.31| 0.12| 0.48| 95| 3.17| 0.002| **|
|The security of user data is not guaranteed with ChatGPT. | in private context| 0.00| 97| 0.02| -0.18| 0.22| 95| 0.20| 0.844| |
|The security of user data is not guaranteed with ChatGPT. | in professional context| 0.04| 97| 0.20| 0.00| 0.39| 95| 2.01| 0.047| *|
|Using ChatGPT could bring personal disadvantages. | in private context| 0.01| 97| -0.09| -0.28| 0.11| 95| -0.88| 0.382| |
|Using ChatGPT could bring personal disadvantages. | in professional context| 0.02| 97| 0.15| -0.05| 0.34| 95| 1.49| 0.140| |
|In my environment, using ChatGPT is standard. | in private context| 0.16| 97| 0.40| 0.22| 0.55| 95| 4.24| 0.000| ***|
|In my environment, using ChatGPT is standard. | in professional context| 0.34| 97| 0.58| 0.43| 0.70| 95| 6.96| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | in private context| 0.23| 97| 0.47| 0.30| 0.62| 95| 5.25| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | in professional context| 0.30| 97| 0.55| 0.39| 0.67| 95| 6.37| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | in private context| 0.11| 97| 0.34| 0.15| 0.50| 95| 3.48| 0.001| ***|
|Not using ChatGPT is considered being an outsider. | in professional context| 0.12| 97| 0.34| 0.15| 0.51| 95| 3.55| 0.001| ***|
|Using ChatGPT brings me recognition from my environment. | in private context| 0.18| 97| 0.42| 0.24| 0.57| 95| 4.52| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | in professional context| 0.21| 97| 0.46| 0.28| 0.60| 95| 4.99| 0.000| ***|
4 missing case(s) omitted.
effect_metrics_items_cor_items with spearman
Code
volker::effect_metrics(data, tidyselect::starts_with("cg_adoption_"),
tidyselect::starts_with("use_"), metric = TRUE, method = "spearman")
Output
|Expectations | Usage| R-squared| n| Spearman's rho| s| p| stars|
|:-----------------------------------------------------------|-----------------------:|---------:|--:|--------------:|---------:|-----:|-----:|
|ChatGPT has clear advantages compared to similar offerings. | in private context| 0.22| 97| 0.47| 80105.62| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | in professional context| 0.06| 97| 0.24| 114894.18| 0.016| *|
|Using ChatGPT brings financial benefits. | in private context| 0.03| 97| 0.18| 125339.91| 0.085| .|
|Using ChatGPT brings financial benefits. | in professional context| 0.28| 97| 0.53| 71997.69| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | in private context| 0.13| 97| 0.36| 97859.17| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | in professional context| 0.11| 97| 0.33| 101547.31| 0.001| ***|
|Compared to other systems, using ChatGPT is more fun. | in private context| 0.19| 97| 0.44| 85529.28| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | in professional context| 0.09| 97| 0.30| 105717.68| 0.002| **|
|Much can go wrong when using ChatGPT. | in private context| 0.06| 97| -0.24| 188968.80| 0.017| *|
|Much can go wrong when using ChatGPT. | in professional context| 0.01| 97| -0.09| 165913.22| 0.376| |
|There are legal issues with using ChatGPT. | in private context| 0.00| 97| 0.04| 145699.50| 0.683| |
|There are legal issues with using ChatGPT. | in professional context| 0.09| 97| 0.30| 106471.16| 0.003| **|
|The security of user data is not guaranteed with ChatGPT. | in private context| 0.00| 97| 0.01| 150389.79| 0.913| |
|The security of user data is not guaranteed with ChatGPT. | in professional context| 0.03| 97| 0.19| 123831.76| 0.068| .|
|Using ChatGPT could bring personal disadvantages. | in private context| 0.03| 97| -0.16| 176795.22| 0.112| |
|Using ChatGPT could bring personal disadvantages. | in professional context| 0.02| 97| 0.13| 131790.50| 0.192| |
|In my environment, using ChatGPT is standard. | in private context| 0.12| 97| 0.34| 99693.66| 0.001| ***|
|In my environment, using ChatGPT is standard. | in professional context| 0.33| 97| 0.57| 65376.78| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | in private context| 0.17| 97| 0.42| 88556.31| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | in professional context| 0.27| 97| 0.52| 72458.11| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | in private context| 0.07| 97| 0.26| 112179.86| 0.009| **|
|Not using ChatGPT is considered being an outsider. | in professional context| 0.09| 97| 0.30| 106146.02| 0.003| **|
|Using ChatGPT brings me recognition from my environment. | in private context| 0.13| 97| 0.36| 97537.93| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | in professional context| 0.16| 97| 0.40| 90951.57| 0.000| ***|
4 missing case(s) omitted.
friendly/heplots documentation built on June 12, 2025, 4:10 p.m.
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effect_counts_one
Code
volker::effect_counts(dplyr::filter(data, sd_gender != "diverse"), sd_gender)
Output
|Statistic | Value|
|:----------------|-----:|
|Gini coefficient | 0.10|
|n | 100|
|Chi-squared | 4.00|
|p | 0.046|
|stars | *|
effect_counts_one_grouped
Code
volker::effect_counts(dplyr::mutate(dplyr::filter(data, sd_gender != "diverse"),
sd_age_group = ifelse(sd_age > 40, "40+", "< 40")), sd_gender, sd_age_group)
Output
|Statistic | Value|
|:-----------|-----:|
|Cramer's V | 0.05|
|n | 100|
|Chi-squared | 0.20|
|df | 1|
|p | 0.651|
|stars | |
effect_metrics_one
Code
volker::effect_metrics(data, sd_age)
Output
|Age | Value|
|:--------|-----:|
|skewness | 0.25|
|kurtosis | -0.98|
|Shapiro-Wilk normality test | Value|
|:---------------------------|----------:|
|W | 0.96|
|p | 0.002|
|stars | **|
|normality | not normal|
effect_metrics_one_grouped
Code
volker::effect_metrics(data, sd_age, adopter)
Output
|Term | estimate| ci low| ci high| se| t| p| stars|
|:-------------------------------------------------|--------:|------:|-------:|-----:|-----:|-----:|-----:|
|(Intercept) | 36.60| 29.55| 43.65| 3.55| 10.30| 0.000| ***|
|I try new offers immediately (Reference) | | | | | | | |
|I try new offers rather quickly | 4.21| -3.64| 12.06| 3.95| 1.06| 0.290| |
|I wait until offers establish themselves | 1.17| -7.97| 10.32| 4.61| 0.25| 0.800| |
|I only use new offers when I have no other choice | 19.40| -8.81| 47.61| 14.21| 1.36| 0.175| |
|Statistic | Value|
|:------------------|-----:|
|Adjusted R-squared | 0|
|F | 1|
|df | 3|
|residual df | 97|
|p | 0.4|
|stars | |
effect_metrics_one_grouped with t.test
Code
volker::effect_metrics(data, sd_age, sd_gender, method = "t.test")
Output
|Test | Statistic| Value|
|:---------------------------|----------:|-----------------:|
|Shapiro-Wilk normality test | W| 0.96|
|Shapiro-Wilk normality test | p| 0.002|
|Shapiro-Wilk normality test | stars| **|
|Shapiro-Wilk normality test | normality| not normal|
|Levene test | F| 0.07|
|Levene test | p| 0.796|
|Levene test | stars| |
|Levene test | variances| equal|
|Cohen's d | d| -0.3|
|Cohen's d | ci low| -0.7|
|Cohen's d | ci high| 0.1|
|t-Test | method| Two Sample t-test|
|t-Test | difference| -3.69|
|t-Test | ci low| -9.27|
|t-Test | ci high| 1.88|
|t-Test | se| 2.81|
|t-Test | df| 98|
|t-Test | t| -1.31|
|t-Test | p| 0.192|
|t-Test | stars| |
effect_metrics_one_cor
Code
volker::effect_metrics(data, sd_age, use_private, metric = TRUE)
Output
|Statistic | value|
|:-----------|-----:|
|R-squared | 0.03|
|n | 101|
|Pearson's r | -0.19|
|ci low | -0.37|
|ci high | 0.01|
|df | 99|
|t | -1.88|
|p | 0.063|
|stars | .|
effect_metrics_one_cor with pearson
Code
volker::effect_metrics(data, sd_age, use_private, metric = TRUE, method = "pearson")
Output
|Statistic | value|
|:-----------|-----:|
|R-squared | 0.03|
|n | 101|
|Pearson's r | -0.19|
|ci low | -0.37|
|ci high | 0.01|
|df | 99|
|t | -1.88|
|p | 0.063|
|stars | .|
effect_metrics_one_cor with spearman
Code
volker::effect_metrics(data, sd_age, use_private, metric = TRUE, method = "spearman")
Output
|Statistic | value|
|:--------------|---------:|
|R-squared | 0.04|
|n | 101|
|Spearman's rho | -0.2|
|s | 206410.07|
|p | 0.043|
|stars | *|
effect_metrics_items
Code
volker::effect_metrics(data, tidyselect::starts_with("use_"))
Output
|Usage | skewness| kurtosis| W| p| stars| normality|
|:-----------------------|--------:|--------:|----:|-----:|-----:|----------:|
|in private context | 0.41| -0.39| 0.90| 0.000| ***| not normal|
|in professional context | 0.51| -1.13| 0.84| 0.000| ***| not normal|
effect_metrics_items_cor with one variable
Code
volker::effect_metrics(data, tidyselect::starts_with("cg_adoption_"), sd_age,
metric = TRUE)
Output
|Expectations: Correlation with Age | R-squared| n| Pearson's r| ci low| ci high| df| t| p| stars|
|:-----------------------------------------------------------|---------:|--:|-----------:|------:|-------:|--:|-----:|-----:|-----:|
|ChatGPT has clear advantages compared to similar offerings. | 0.02| 97| -0.12| -0.32| 0.08| 95| -1.22| 0.227| |
|Using ChatGPT brings financial benefits. | 0.02| 97| -0.13| -0.32| 0.07| 95| -1.29| 0.200| |
|Using ChatGPT is advantageous in many tasks. | 0.01| 97| -0.09| -0.28| 0.11| 95| -0.86| 0.393| |
|Compared to other systems, using ChatGPT is more fun. | 0.01| 97| -0.12| -0.31| 0.08| 95| -1.15| 0.254| |
|Much can go wrong when using ChatGPT. | 0.03| 97| 0.18| -0.02| 0.36| 95| 1.76| 0.082| .|
|There are legal issues with using ChatGPT. | 0.06| 97| 0.24| 0.05| 0.42| 95| 2.45| 0.016| *|
|The security of user data is not guaranteed with ChatGPT. | 0.01| 97| -0.10| -0.29| 0.11| 95| -0.93| 0.354| |
|Using ChatGPT could bring personal disadvantages. | 0.00| 97| 0.02| -0.18| 0.22| 95| 0.20| 0.846| |
|In my environment, using ChatGPT is standard. | 0.03| 97| -0.17| -0.36| 0.03| 95| -1.73| 0.087| .|
|Almost everyone in my environment uses ChatGPT. | 0.00| 97| -0.06| -0.26| 0.14| 95| -0.59| 0.557| |
|Not using ChatGPT is considered being an outsider. | 0.01| 97| 0.09| -0.11| 0.28| 95| 0.87| 0.387| |
|Using ChatGPT brings me recognition from my environment. | 0.00| 97| -0.02| -0.22| 0.18| 95| -0.22| 0.823| |
4 missing case(s) omitted.
effect_metrics_items_cor with one variable and spearman
Code
volker::effect_metrics(data, tidyselect::starts_with("cg_adoption_"), sd_age,
metric = TRUE, method = "spearman")
Output
|Expectations: Correlation with Age | R-squared| n| Spearman's rho| s| p| stars|
|:-----------------------------------------------------------|---------:|--:|--------------:|---------:|-----:|-----:|
|ChatGPT has clear advantages compared to similar offerings. | 0.02| 97| -0.14| 172811.45| 0.183| |
|Using ChatGPT brings financial benefits. | 0.02| 97| -0.14| 173694.29| 0.165| |
|Using ChatGPT is advantageous in many tasks. | 0.02| 97| -0.13| 171301.35| 0.218| |
|Compared to other systems, using ChatGPT is more fun. | 0.02| 97| -0.14| 172970.04| 0.180| |
|Much can go wrong when using ChatGPT. | 0.03| 97| 0.17| 126186.26| 0.095| .|
|There are legal issues with using ChatGPT. | 0.07| 97| 0.26| 113310.65| 0.012| *|
|The security of user data is not guaranteed with ChatGPT. | 0.01| 97| -0.12| 170009.06| 0.251| |
|Using ChatGPT could bring personal disadvantages. | 0.00| 97| 0.01| 151122.65| 0.950| |
|In my environment, using ChatGPT is standard. | 0.03| 97| -0.16| 177123.13| 0.107| |
|Almost everyone in my environment uses ChatGPT. | 0.00| 97| -0.07| 162382.67| 0.510| |
|Not using ChatGPT is considered being an outsider. | 0.01| 97| 0.12| 133571.33| 0.235| |
|Using ChatGPT brings me recognition from my environment. | 0.00| 97| -0.01| 153072.54| 0.950| |
4 missing case(s) omitted.
effect_metrics_items_cor with items
Code
volker::effect_metrics(data, tidyselect::starts_with("cg_adoption_"),
tidyselect::starts_with("cg_adoption_"), metric = TRUE)
Output
|Item 1: Expectations | Item 2: Expectations| R-squared| n| Pearson's r| ci low| ci high| df| t| p| stars|
|:-----------------------------------------------------------|-----------------------------------------------------------:|---------:|--:|-----------:|------:|-------:|--:|-----:|-----:|-----:|
|ChatGPT has clear advantages compared to similar offerings. | ChatGPT has clear advantages compared to similar offerings.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | Using ChatGPT brings financial benefits.| 0.14| 97| 0.37| 0.19| 0.53| 95| 3.91| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | Using ChatGPT is advantageous in many tasks.| 0.41| 97| 0.64| 0.50| 0.74| 95| 8.04| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | Compared to other systems, using ChatGPT is more fun.| 0.37| 97| 0.61| 0.47| 0.72| 95| 7.47| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | Much can go wrong when using ChatGPT.| 0.02| 97| -0.14| -0.33| 0.06| 95| -1.40| 0.166| |
|ChatGPT has clear advantages compared to similar offerings. | There are legal issues with using ChatGPT.| 0.04| 97| 0.19| -0.01| 0.38| 95| 1.90| 0.061| .|
|ChatGPT has clear advantages compared to similar offerings. | The security of user data is not guaranteed with ChatGPT.| 0.01| 97| 0.07| -0.13| 0.27| 95| 0.71| 0.477| |
|ChatGPT has clear advantages compared to similar offerings. | Using ChatGPT could bring personal disadvantages.| 0.00| 97| 0.01| -0.19| 0.21| 95| 0.10| 0.924| |
|ChatGPT has clear advantages compared to similar offerings. | In my environment, using ChatGPT is standard.| 0.04| 97| 0.21| 0.01| 0.39| 95| 2.07| 0.041| *|
|ChatGPT has clear advantages compared to similar offerings. | Almost everyone in my environment uses ChatGPT.| 0.08| 97| 0.28| 0.08| 0.45| 95| 2.84| 0.006| **|
|ChatGPT has clear advantages compared to similar offerings. | Not using ChatGPT is considered being an outsider.| 0.03| 97| 0.16| -0.04| 0.35| 95| 1.59| 0.115| |
|ChatGPT has clear advantages compared to similar offerings. | Using ChatGPT brings me recognition from my environment.| 0.07| 97| 0.27| 0.07| 0.44| 95| 2.68| 0.009| **|
|Using ChatGPT brings financial benefits. | ChatGPT has clear advantages compared to similar offerings.| 0.14| 97| 0.37| 0.19| 0.53| 95| 3.91| 0.000| ***|
|Using ChatGPT brings financial benefits. | Using ChatGPT brings financial benefits.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Using ChatGPT brings financial benefits. | Using ChatGPT is advantageous in many tasks.| 0.21| 97| 0.46| 0.29| 0.61| 95| 5.07| 0.000| ***|
|Using ChatGPT brings financial benefits. | Compared to other systems, using ChatGPT is more fun.| 0.18| 97| 0.42| 0.24| 0.57| 95| 4.55| 0.000| ***|
|Using ChatGPT brings financial benefits. | Much can go wrong when using ChatGPT.| 0.00| 97| 0.02| -0.18| 0.22| 95| 0.22| 0.830| |
|Using ChatGPT brings financial benefits. | There are legal issues with using ChatGPT.| 0.12| 97| 0.34| 0.15| 0.50| 95| 3.52| 0.001| ***|
|Using ChatGPT brings financial benefits. | The security of user data is not guaranteed with ChatGPT.| 0.12| 97| 0.34| 0.15| 0.51| 95| 3.56| 0.001| ***|
|Using ChatGPT brings financial benefits. | Using ChatGPT could bring personal disadvantages.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.20| 0.030| *|
|Using ChatGPT brings financial benefits. | In my environment, using ChatGPT is standard.| 0.29| 97| 0.54| 0.38| 0.67| 95| 6.24| 0.000| ***|
|Using ChatGPT brings financial benefits. | Almost everyone in my environment uses ChatGPT.| 0.25| 97| 0.50| 0.34| 0.64| 95| 5.67| 0.000| ***|
|Using ChatGPT brings financial benefits. | Not using ChatGPT is considered being an outsider.| 0.13| 97| 0.36| 0.18| 0.53| 95| 3.81| 0.000| ***|
|Using ChatGPT brings financial benefits. | Using ChatGPT brings me recognition from my environment.| 0.16| 97| 0.40| 0.22| 0.55| 95| 4.25| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | ChatGPT has clear advantages compared to similar offerings.| 0.41| 97| 0.64| 0.50| 0.74| 95| 8.04| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | Using ChatGPT brings financial benefits.| 0.21| 97| 0.46| 0.29| 0.61| 95| 5.07| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | Using ChatGPT is advantageous in many tasks.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | Compared to other systems, using ChatGPT is more fun.| 0.22| 97| 0.47| 0.30| 0.61| 95| 5.18| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | Much can go wrong when using ChatGPT.| 0.01| 97| -0.11| -0.30| 0.09| 95| -1.10| 0.274| |
|Using ChatGPT is advantageous in many tasks. | There are legal issues with using ChatGPT.| 0.04| 97| 0.19| -0.01| 0.38| 95| 1.93| 0.056| .|
|Using ChatGPT is advantageous in many tasks. | The security of user data is not guaranteed with ChatGPT.| 0.00| 97| 0.06| -0.14| 0.25| 95| 0.57| 0.573| |
|Using ChatGPT is advantageous in many tasks. | Using ChatGPT could bring personal disadvantages.| 0.01| 97| 0.09| -0.11| 0.28| 95| 0.87| 0.385| |
|Using ChatGPT is advantageous in many tasks. | In my environment, using ChatGPT is standard.| 0.11| 97| 0.33| 0.14| 0.50| 95| 3.46| 0.001| ***|
|Using ChatGPT is advantageous in many tasks. | Almost everyone in my environment uses ChatGPT.| 0.11| 97| 0.34| 0.15| 0.50| 95| 3.51| 0.001| ***|
|Using ChatGPT is advantageous in many tasks. | Not using ChatGPT is considered being an outsider.| 0.02| 97| 0.13| -0.07| 0.32| 95| 1.31| 0.195| |
|Using ChatGPT is advantageous in many tasks. | Using ChatGPT brings me recognition from my environment.| 0.10| 97| 0.31| 0.12| 0.48| 95| 3.18| 0.002| **|
|Compared to other systems, using ChatGPT is more fun. | ChatGPT has clear advantages compared to similar offerings.| 0.37| 97| 0.61| 0.47| 0.72| 95| 7.47| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | Using ChatGPT brings financial benefits.| 0.18| 97| 0.42| 0.24| 0.57| 95| 4.55| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | Using ChatGPT is advantageous in many tasks.| 0.22| 97| 0.47| 0.30| 0.61| 95| 5.18| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | Compared to other systems, using ChatGPT is more fun.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | Much can go wrong when using ChatGPT.| 0.04| 97| -0.19| -0.38| 0.01| 95| -1.89| 0.062| .|
|Compared to other systems, using ChatGPT is more fun. | There are legal issues with using ChatGPT.| 0.03| 97| 0.17| -0.03| 0.36| 95| 1.66| 0.100| |
|Compared to other systems, using ChatGPT is more fun. | The security of user data is not guaranteed with ChatGPT.| 0.02| 97| 0.14| -0.06| 0.33| 95| 1.40| 0.164| |
|Compared to other systems, using ChatGPT is more fun. | Using ChatGPT could bring personal disadvantages.| 0.00| 97| -0.07| -0.26| 0.13| 95| -0.66| 0.513| |
|Compared to other systems, using ChatGPT is more fun. | In my environment, using ChatGPT is standard.| 0.11| 97| 0.33| 0.14| 0.50| 95| 3.40| 0.001| ***|
|Compared to other systems, using ChatGPT is more fun. | Almost everyone in my environment uses ChatGPT.| 0.07| 97| 0.26| 0.06| 0.43| 95| 2.60| 0.011| *|
|Compared to other systems, using ChatGPT is more fun. | Not using ChatGPT is considered being an outsider.| 0.04| 97| 0.20| 0.00| 0.38| 95| 1.94| 0.055| .|
|Compared to other systems, using ChatGPT is more fun. | Using ChatGPT brings me recognition from my environment.| 0.13| 97| 0.36| 0.17| 0.52| 95| 3.72| 0.000| ***|
|Much can go wrong when using ChatGPT. | ChatGPT has clear advantages compared to similar offerings.| 0.02| 97| -0.14| -0.33| 0.06| 95| -1.40| 0.166| |
|Much can go wrong when using ChatGPT. | Using ChatGPT brings financial benefits.| 0.00| 97| 0.02| -0.18| 0.22| 95| 0.22| 0.830| |
|Much can go wrong when using ChatGPT. | Using ChatGPT is advantageous in many tasks.| 0.01| 97| -0.11| -0.30| 0.09| 95| -1.10| 0.274| |
|Much can go wrong when using ChatGPT. | Compared to other systems, using ChatGPT is more fun.| 0.04| 97| -0.19| -0.38| 0.01| 95| -1.89| 0.062| .|
|Much can go wrong when using ChatGPT. | Much can go wrong when using ChatGPT.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Much can go wrong when using ChatGPT. | There are legal issues with using ChatGPT.| 0.08| 97| 0.29| 0.09| 0.46| 95| 2.92| 0.004| **|
|Much can go wrong when using ChatGPT. | The security of user data is not guaranteed with ChatGPT.| 0.13| 97| 0.36| 0.17| 0.52| 95| 3.74| 0.000| ***|
|Much can go wrong when using ChatGPT. | Using ChatGPT could bring personal disadvantages.| 0.23| 97| 0.48| 0.31| 0.62| 95| 5.34| 0.000| ***|
|Much can go wrong when using ChatGPT. | In my environment, using ChatGPT is standard.| 0.03| 97| -0.19| -0.37| 0.01| 95| -1.85| 0.068| .|
|Much can go wrong when using ChatGPT. | Almost everyone in my environment uses ChatGPT.| 0.00| 97| 0.04| -0.16| 0.23| 95| 0.35| 0.725| |
|Much can go wrong when using ChatGPT. | Not using ChatGPT is considered being an outsider.| 0.01| 97| 0.10| -0.11| 0.29| 95| 0.94| 0.350| |
|Much can go wrong when using ChatGPT. | Using ChatGPT brings me recognition from my environment.| 0.01| 97| -0.07| -0.27| 0.13| 95| -0.73| 0.470| |
|There are legal issues with using ChatGPT. | ChatGPT has clear advantages compared to similar offerings.| 0.04| 97| 0.19| -0.01| 0.38| 95| 1.90| 0.061| .|
|There are legal issues with using ChatGPT. | Using ChatGPT brings financial benefits.| 0.12| 97| 0.34| 0.15| 0.50| 95| 3.52| 0.001| ***|
|There are legal issues with using ChatGPT. | Using ChatGPT is advantageous in many tasks.| 0.04| 97| 0.19| -0.01| 0.38| 95| 1.93| 0.056| .|
|There are legal issues with using ChatGPT. | Compared to other systems, using ChatGPT is more fun.| 0.03| 97| 0.17| -0.03| 0.36| 95| 1.66| 0.100| |
|There are legal issues with using ChatGPT. | Much can go wrong when using ChatGPT.| 0.08| 97| 0.29| 0.09| 0.46| 95| 2.92| 0.004| **|
|There are legal issues with using ChatGPT. | There are legal issues with using ChatGPT.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|There are legal issues with using ChatGPT. | The security of user data is not guaranteed with ChatGPT.| 0.15| 97| 0.38| 0.20| 0.54| 95| 4.06| 0.000| ***|
|There are legal issues with using ChatGPT. | Using ChatGPT could bring personal disadvantages.| 0.08| 97| 0.28| 0.08| 0.45| 95| 2.83| 0.006| **|
|There are legal issues with using ChatGPT. | In my environment, using ChatGPT is standard.| 0.05| 97| 0.23| 0.03| 0.41| 95| 2.28| 0.025| *|
|There are legal issues with using ChatGPT. | Almost everyone in my environment uses ChatGPT.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.18| 0.031| *|
|There are legal issues with using ChatGPT. | Not using ChatGPT is considered being an outsider.| 0.11| 97| 0.33| 0.15| 0.50| 95| 3.46| 0.001| ***|
|There are legal issues with using ChatGPT. | Using ChatGPT brings me recognition from my environment.| 0.09| 97| 0.30| 0.11| 0.47| 95| 3.08| 0.003| **|
|The security of user data is not guaranteed with ChatGPT. | ChatGPT has clear advantages compared to similar offerings.| 0.01| 97| 0.07| -0.13| 0.27| 95| 0.71| 0.477| |
|The security of user data is not guaranteed with ChatGPT. | Using ChatGPT brings financial benefits.| 0.12| 97| 0.34| 0.15| 0.51| 95| 3.56| 0.001| ***|
|The security of user data is not guaranteed with ChatGPT. | Using ChatGPT is advantageous in many tasks.| 0.00| 97| 0.06| -0.14| 0.25| 95| 0.57| 0.573| |
|The security of user data is not guaranteed with ChatGPT. | Compared to other systems, using ChatGPT is more fun.| 0.02| 97| 0.14| -0.06| 0.33| 95| 1.40| 0.164| |
|The security of user data is not guaranteed with ChatGPT. | Much can go wrong when using ChatGPT.| 0.13| 97| 0.36| 0.17| 0.52| 95| 3.74| 0.000| ***|
|The security of user data is not guaranteed with ChatGPT. | There are legal issues with using ChatGPT.| 0.15| 97| 0.38| 0.20| 0.54| 95| 4.06| 0.000| ***|
|The security of user data is not guaranteed with ChatGPT. | The security of user data is not guaranteed with ChatGPT.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|The security of user data is not guaranteed with ChatGPT. | Using ChatGPT could bring personal disadvantages.| 0.15| 97| 0.39| 0.21| 0.55| 95| 4.14| 0.000| ***|
|The security of user data is not guaranteed with ChatGPT. | In my environment, using ChatGPT is standard.| 0.00| 97| 0.06| -0.14| 0.26| 95| 0.61| 0.544| |
|The security of user data is not guaranteed with ChatGPT. | Almost everyone in my environment uses ChatGPT.| 0.04| 97| 0.20| 0.00| 0.38| 95| 1.94| 0.055| .|
|The security of user data is not guaranteed with ChatGPT. | Not using ChatGPT is considered being an outsider.| 0.08| 97| 0.29| 0.09| 0.46| 95| 2.91| 0.005| **|
|The security of user data is not guaranteed with ChatGPT. | Using ChatGPT brings me recognition from my environment.| 0.01| 97| 0.10| -0.11| 0.29| 95| 0.93| 0.354| |
|Using ChatGPT could bring personal disadvantages. | ChatGPT has clear advantages compared to similar offerings.| 0.00| 97| 0.01| -0.19| 0.21| 95| 0.10| 0.924| |
|Using ChatGPT could bring personal disadvantages. | Using ChatGPT brings financial benefits.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.20| 0.030| *|
|Using ChatGPT could bring personal disadvantages. | Using ChatGPT is advantageous in many tasks.| 0.01| 97| 0.09| -0.11| 0.28| 95| 0.87| 0.385| |
|Using ChatGPT could bring personal disadvantages. | Compared to other systems, using ChatGPT is more fun.| 0.00| 97| -0.07| -0.26| 0.13| 95| -0.66| 0.513| |
|Using ChatGPT could bring personal disadvantages. | Much can go wrong when using ChatGPT.| 0.23| 97| 0.48| 0.31| 0.62| 95| 5.34| 0.000| ***|
|Using ChatGPT could bring personal disadvantages. | There are legal issues with using ChatGPT.| 0.08| 97| 0.28| 0.08| 0.45| 95| 2.83| 0.006| **|
|Using ChatGPT could bring personal disadvantages. | The security of user data is not guaranteed with ChatGPT.| 0.15| 97| 0.39| 0.21| 0.55| 95| 4.14| 0.000| ***|
|Using ChatGPT could bring personal disadvantages. | Using ChatGPT could bring personal disadvantages.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Using ChatGPT could bring personal disadvantages. | In my environment, using ChatGPT is standard.| 0.06| 97| 0.25| 0.06| 0.43| 95| 2.54| 0.013| *|
|Using ChatGPT could bring personal disadvantages. | Almost everyone in my environment uses ChatGPT.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.23| 0.028| *|
|Using ChatGPT could bring personal disadvantages. | Not using ChatGPT is considered being an outsider.| 0.06| 97| 0.25| 0.06| 0.43| 95| 2.56| 0.012| *|
|Using ChatGPT could bring personal disadvantages. | Using ChatGPT brings me recognition from my environment.| 0.02| 97| 0.14| -0.06| 0.33| 95| 1.37| 0.174| |
|In my environment, using ChatGPT is standard. | ChatGPT has clear advantages compared to similar offerings.| 0.04| 97| 0.21| 0.01| 0.39| 95| 2.07| 0.041| *|
|In my environment, using ChatGPT is standard. | Using ChatGPT brings financial benefits.| 0.29| 97| 0.54| 0.38| 0.67| 95| 6.24| 0.000| ***|
|In my environment, using ChatGPT is standard. | Using ChatGPT is advantageous in many tasks.| 0.11| 97| 0.33| 0.14| 0.50| 95| 3.46| 0.001| ***|
|In my environment, using ChatGPT is standard. | Compared to other systems, using ChatGPT is more fun.| 0.11| 97| 0.33| 0.14| 0.50| 95| 3.40| 0.001| ***|
|In my environment, using ChatGPT is standard. | Much can go wrong when using ChatGPT.| 0.03| 97| -0.19| -0.37| 0.01| 95| -1.85| 0.068| .|
|In my environment, using ChatGPT is standard. | There are legal issues with using ChatGPT.| 0.05| 97| 0.23| 0.03| 0.41| 95| 2.28| 0.025| *|
|In my environment, using ChatGPT is standard. | The security of user data is not guaranteed with ChatGPT.| 0.00| 97| 0.06| -0.14| 0.26| 95| 0.61| 0.544| |
|In my environment, using ChatGPT is standard. | Using ChatGPT could bring personal disadvantages.| 0.06| 97| 0.25| 0.06| 0.43| 95| 2.54| 0.013| *|
|In my environment, using ChatGPT is standard. | In my environment, using ChatGPT is standard.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|In my environment, using ChatGPT is standard. | Almost everyone in my environment uses ChatGPT.| 0.54| 97| 0.73| 0.62| 0.81| 95| 10.47| 0.000| ***|
|In my environment, using ChatGPT is standard. | Not using ChatGPT is considered being an outsider.| 0.23| 97| 0.48| 0.31| 0.62| 95| 5.34| 0.000| ***|
|In my environment, using ChatGPT is standard. | Using ChatGPT brings me recognition from my environment.| 0.33| 97| 0.57| 0.42| 0.69| 95| 6.85| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | ChatGPT has clear advantages compared to similar offerings.| 0.08| 97| 0.28| 0.08| 0.45| 95| 2.84| 0.006| **|
|Almost everyone in my environment uses ChatGPT. | Using ChatGPT brings financial benefits.| 0.25| 97| 0.50| 0.34| 0.64| 95| 5.67| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | Using ChatGPT is advantageous in many tasks.| 0.11| 97| 0.34| 0.15| 0.50| 95| 3.51| 0.001| ***|
|Almost everyone in my environment uses ChatGPT. | Compared to other systems, using ChatGPT is more fun.| 0.07| 97| 0.26| 0.06| 0.43| 95| 2.60| 0.011| *|
|Almost everyone in my environment uses ChatGPT. | Much can go wrong when using ChatGPT.| 0.00| 97| 0.04| -0.16| 0.23| 95| 0.35| 0.725| |
|Almost everyone in my environment uses ChatGPT. | There are legal issues with using ChatGPT.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.18| 0.031| *|
|Almost everyone in my environment uses ChatGPT. | The security of user data is not guaranteed with ChatGPT.| 0.04| 97| 0.20| 0.00| 0.38| 95| 1.94| 0.055| .|
|Almost everyone in my environment uses ChatGPT. | Using ChatGPT could bring personal disadvantages.| 0.05| 97| 0.22| 0.02| 0.40| 95| 2.23| 0.028| *|
|Almost everyone in my environment uses ChatGPT. | In my environment, using ChatGPT is standard.| 0.54| 97| 0.73| 0.62| 0.81| 95| 10.47| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | Almost everyone in my environment uses ChatGPT.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | Not using ChatGPT is considered being an outsider.| 0.33| 97| 0.58| 0.43| 0.70| 95| 6.88| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | Using ChatGPT brings me recognition from my environment.| 0.29| 97| 0.54| 0.38| 0.67| 95| 6.23| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | ChatGPT has clear advantages compared to similar offerings.| 0.03| 97| 0.16| -0.04| 0.35| 95| 1.59| 0.115| |
|Not using ChatGPT is considered being an outsider. | Using ChatGPT brings financial benefits.| 0.13| 97| 0.36| 0.18| 0.53| 95| 3.81| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | Using ChatGPT is advantageous in many tasks.| 0.02| 97| 0.13| -0.07| 0.32| 95| 1.31| 0.195| |
|Not using ChatGPT is considered being an outsider. | Compared to other systems, using ChatGPT is more fun.| 0.04| 97| 0.20| 0.00| 0.38| 95| 1.94| 0.055| .|
|Not using ChatGPT is considered being an outsider. | Much can go wrong when using ChatGPT.| 0.01| 97| 0.10| -0.11| 0.29| 95| 0.94| 0.350| |
|Not using ChatGPT is considered being an outsider. | There are legal issues with using ChatGPT.| 0.11| 97| 0.33| 0.15| 0.50| 95| 3.46| 0.001| ***|
|Not using ChatGPT is considered being an outsider. | The security of user data is not guaranteed with ChatGPT.| 0.08| 97| 0.29| 0.09| 0.46| 95| 2.91| 0.005| **|
|Not using ChatGPT is considered being an outsider. | Using ChatGPT could bring personal disadvantages.| 0.06| 97| 0.25| 0.06| 0.43| 95| 2.56| 0.012| *|
|Not using ChatGPT is considered being an outsider. | In my environment, using ChatGPT is standard.| 0.23| 97| 0.48| 0.31| 0.62| 95| 5.34| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | Almost everyone in my environment uses ChatGPT.| 0.33| 97| 0.58| 0.43| 0.70| 95| 6.88| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | Not using ChatGPT is considered being an outsider.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | Using ChatGPT brings me recognition from my environment.| 0.31| 97| 0.56| 0.40| 0.68| 95| 6.53| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | ChatGPT has clear advantages compared to similar offerings.| 0.07| 97| 0.27| 0.07| 0.44| 95| 2.68| 0.009| **|
|Using ChatGPT brings me recognition from my environment. | Using ChatGPT brings financial benefits.| 0.16| 97| 0.40| 0.22| 0.55| 95| 4.25| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | Using ChatGPT is advantageous in many tasks.| 0.10| 97| 0.31| 0.12| 0.48| 95| 3.18| 0.002| **|
|Using ChatGPT brings me recognition from my environment. | Compared to other systems, using ChatGPT is more fun.| 0.13| 97| 0.36| 0.17| 0.52| 95| 3.72| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | Much can go wrong when using ChatGPT.| 0.01| 97| -0.07| -0.27| 0.13| 95| -0.73| 0.470| |
|Using ChatGPT brings me recognition from my environment. | There are legal issues with using ChatGPT.| 0.09| 97| 0.30| 0.11| 0.47| 95| 3.08| 0.003| **|
|Using ChatGPT brings me recognition from my environment. | The security of user data is not guaranteed with ChatGPT.| 0.01| 97| 0.10| -0.11| 0.29| 95| 0.93| 0.354| |
|Using ChatGPT brings me recognition from my environment. | Using ChatGPT could bring personal disadvantages.| 0.02| 97| 0.14| -0.06| 0.33| 95| 1.37| 0.174| |
|Using ChatGPT brings me recognition from my environment. | In my environment, using ChatGPT is standard.| 0.33| 97| 0.57| 0.42| 0.69| 95| 6.85| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | Almost everyone in my environment uses ChatGPT.| 0.29| 97| 0.54| 0.38| 0.67| 95| 6.23| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | Not using ChatGPT is considered being an outsider.| 0.31| 97| 0.56| 0.40| 0.68| 95| 6.53| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | Using ChatGPT brings me recognition from my environment.| 1.00| 97| 1.00| 1.00| 1.00| 95| Inf| 0.000| ***|
4 missing case(s) omitted.
effect_metrics_items_cor_items with two batteries
Code
volker::effect_metrics(data, tidyselect::starts_with("cg_adoption_"),
tidyselect::starts_with("use_"), metric = TRUE)
Output
|Expectations | Usage| R-squared| n| Pearson's r| ci low| ci high| df| t| p| stars|
|:-----------------------------------------------------------|-----------------------:|---------:|--:|-----------:|------:|-------:|--:|-----:|-----:|-----:|
|ChatGPT has clear advantages compared to similar offerings. | in private context| 0.25| 97| 0.50| 0.33| 0.63| 95| 5.60| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | in professional context| 0.08| 97| 0.28| 0.09| 0.46| 95| 2.86| 0.005| **|
|Using ChatGPT brings financial benefits. | in private context| 0.04| 97| 0.21| 0.01| 0.39| 95| 2.04| 0.044| *|
|Using ChatGPT brings financial benefits. | in professional context| 0.30| 97| 0.54| 0.39| 0.67| 95| 6.31| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | in private context| 0.13| 97| 0.37| 0.18| 0.53| 95| 3.83| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | in professional context| 0.14| 97| 0.37| 0.18| 0.53| 95| 3.86| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | in private context| 0.22| 97| 0.47| 0.29| 0.61| 95| 5.13| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | in professional context| 0.09| 97| 0.29| 0.10| 0.47| 95| 2.99| 0.004| **|
|Much can go wrong when using ChatGPT. | in private context| 0.06| 97| -0.24| -0.42| -0.04| 95| -2.41| 0.018| *|
|Much can go wrong when using ChatGPT. | in professional context| 0.01| 97| -0.09| -0.28| 0.11| 95| -0.89| 0.378| |
|There are legal issues with using ChatGPT. | in private context| 0.01| 97| 0.08| -0.12| 0.28| 95| 0.82| 0.413| |
|There are legal issues with using ChatGPT. | in professional context| 0.10| 97| 0.31| 0.12| 0.48| 95| 3.17| 0.002| **|
|The security of user data is not guaranteed with ChatGPT. | in private context| 0.00| 97| 0.02| -0.18| 0.22| 95| 0.20| 0.844| |
|The security of user data is not guaranteed with ChatGPT. | in professional context| 0.04| 97| 0.20| 0.00| 0.39| 95| 2.01| 0.047| *|
|Using ChatGPT could bring personal disadvantages. | in private context| 0.01| 97| -0.09| -0.28| 0.11| 95| -0.88| 0.382| |
|Using ChatGPT could bring personal disadvantages. | in professional context| 0.02| 97| 0.15| -0.05| 0.34| 95| 1.49| 0.140| |
|In my environment, using ChatGPT is standard. | in private context| 0.16| 97| 0.40| 0.22| 0.55| 95| 4.24| 0.000| ***|
|In my environment, using ChatGPT is standard. | in professional context| 0.34| 97| 0.58| 0.43| 0.70| 95| 6.96| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | in private context| 0.23| 97| 0.47| 0.30| 0.62| 95| 5.25| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | in professional context| 0.30| 97| 0.55| 0.39| 0.67| 95| 6.37| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | in private context| 0.11| 97| 0.34| 0.15| 0.50| 95| 3.48| 0.001| ***|
|Not using ChatGPT is considered being an outsider. | in professional context| 0.12| 97| 0.34| 0.15| 0.51| 95| 3.55| 0.001| ***|
|Using ChatGPT brings me recognition from my environment. | in private context| 0.18| 97| 0.42| 0.24| 0.57| 95| 4.52| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | in professional context| 0.21| 97| 0.46| 0.28| 0.60| 95| 4.99| 0.000| ***|
4 missing case(s) omitted.
effect_metrics_items_cor_items with spearman
Code
volker::effect_metrics(data, tidyselect::starts_with("cg_adoption_"),
tidyselect::starts_with("use_"), metric = TRUE, method = "spearman")
Output
|Expectations | Usage| R-squared| n| Spearman's rho| s| p| stars|
|:-----------------------------------------------------------|-----------------------:|---------:|--:|--------------:|---------:|-----:|-----:|
|ChatGPT has clear advantages compared to similar offerings. | in private context| 0.22| 97| 0.47| 80105.62| 0.000| ***|
|ChatGPT has clear advantages compared to similar offerings. | in professional context| 0.06| 97| 0.24| 114894.18| 0.016| *|
|Using ChatGPT brings financial benefits. | in private context| 0.03| 97| 0.18| 125339.91| 0.085| .|
|Using ChatGPT brings financial benefits. | in professional context| 0.28| 97| 0.53| 71997.69| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | in private context| 0.13| 97| 0.36| 97859.17| 0.000| ***|
|Using ChatGPT is advantageous in many tasks. | in professional context| 0.11| 97| 0.33| 101547.31| 0.001| ***|
|Compared to other systems, using ChatGPT is more fun. | in private context| 0.19| 97| 0.44| 85529.28| 0.000| ***|
|Compared to other systems, using ChatGPT is more fun. | in professional context| 0.09| 97| 0.30| 105717.68| 0.002| **|
|Much can go wrong when using ChatGPT. | in private context| 0.06| 97| -0.24| 188968.80| 0.017| *|
|Much can go wrong when using ChatGPT. | in professional context| 0.01| 97| -0.09| 165913.22| 0.376| |
|There are legal issues with using ChatGPT. | in private context| 0.00| 97| 0.04| 145699.50| 0.683| |
|There are legal issues with using ChatGPT. | in professional context| 0.09| 97| 0.30| 106471.16| 0.003| **|
|The security of user data is not guaranteed with ChatGPT. | in private context| 0.00| 97| 0.01| 150389.79| 0.913| |
|The security of user data is not guaranteed with ChatGPT. | in professional context| 0.03| 97| 0.19| 123831.76| 0.068| .|
|Using ChatGPT could bring personal disadvantages. | in private context| 0.03| 97| -0.16| 176795.22| 0.112| |
|Using ChatGPT could bring personal disadvantages. | in professional context| 0.02| 97| 0.13| 131790.50| 0.192| |
|In my environment, using ChatGPT is standard. | in private context| 0.12| 97| 0.34| 99693.66| 0.001| ***|
|In my environment, using ChatGPT is standard. | in professional context| 0.33| 97| 0.57| 65376.78| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | in private context| 0.17| 97| 0.42| 88556.31| 0.000| ***|
|Almost everyone in my environment uses ChatGPT. | in professional context| 0.27| 97| 0.52| 72458.11| 0.000| ***|
|Not using ChatGPT is considered being an outsider. | in private context| 0.07| 97| 0.26| 112179.86| 0.009| **|
|Not using ChatGPT is considered being an outsider. | in professional context| 0.09| 97| 0.30| 106146.02| 0.003| **|
|Using ChatGPT brings me recognition from my environment. | in private context| 0.13| 97| 0.36| 97537.93| 0.000| ***|
|Using ChatGPT brings me recognition from my environment. | in professional context| 0.16| 97| 0.40| 90951.57| 0.000| ***|
4 missing case(s) omitted.
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