This report covers the 2024 survey from the Business Model Workgroup (BMW). To reproduce this report, please see our repository.

1 Summary

1.1 Notes

The current report covers 82 survey responses to the institutional survey.
Other survey information is available at: https://redcap.link/bmw_institutiondata

1.2 Unanswered Questions

Please see the full list at https://github.com/OuhscBbmc/redcap-business-model-survey-2024/blob/main/documentation/notes-ingestion.md
What does VS stand for? How was it measured?
Where the cars at the Philly track measured with the same phluguerstometer and the Cleveland track?

1.3 Answered Questions

2 Marginals

2.1 Institution 1 (Instrument)

2.2 Institution 2 (Instrument)

2.3 Institution 3 (Instrument)

2.4 Institution 4 (Instrument)

3 Scatterplots

Warning: Removed 10 rows containing non-finite outside the scale range
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Removed 10 rows containing non-finite outside the scale range
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Warning: Removed 10 rows containing missing values or values outside the scale range
(`geom_point()`).

Warning: Removed 10 rows containing non-finite outside the scale range
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Warning: Removed 10 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning in simpleLoess(y, x, w, span, degree = degree, parametric = parametric,
: span too small.  fewer data values than degrees of freedom.

Warning: Removed 13 rows containing missing values or values outside the scale range
(`geom_point()`).

Warning: Removed 8 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 8 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 8 rows containing missing values or values outside the scale range
(`geom_point()`).

Warning in scale_y_log10(breaks = scales::trans_breaks("log10", function(x)
10^x), : log-10 transformation introduced infinite values.

Warning in scale_y_log10(breaks = scales::trans_breaks("log10", function(x) 10^x), : log-10 transformation introduced infinite values.
log-10 transformation introduced infinite values.

Warning: Removed 9 rows containing non-finite outside the scale range (`stat_smooth()`).
Removed 9 rows containing non-finite outside the scale range (`stat_smooth()`).

Warning: Removed 8 rows containing missing values or values outside the scale range
(`geom_point()`).

Warning: Removed 10 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 10 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 10 rows containing missing values or values outside the scale range
(`geom_point()`).

Warning: Removed 12 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 12 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 12 rows containing missing values or values outside the scale range
(`geom_point()`).

Warning: Removed 7 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 7 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 7 rows containing missing values or values outside the scale range
(`geom_point()`).

Warning: Removed 11 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 11 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 11 rows containing missing values or values outside the scale range
(`geom_point()`).

Warning in scale_y_log10(breaks = scales::trans_breaks("log10", function(x)
10^x), : log-10 transformation introduced infinite values.

Warning in scale_y_log10(breaks = scales::trans_breaks("log10", function(x) 10^x), : log-10 transformation introduced infinite values.
log-10 transformation introduced infinite values.

Warning: Removed 23 rows containing non-finite outside the scale range
(`stat_smooth()`).
Removed 23 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 16 rows containing missing values or values outside the scale range
(`geom_point()`).

4 Correlation Matrixes

5 Models

5.1 Model Exploration

5.2 Final Model

6 Session Information

For the sake of documentation and reproducibility, the current report was rendered in the following environment. Click the line below to expand.

Environment

─ Session info ───────────────────────────────────────────────────────────────
 setting  value
 version  R version 4.4.1 Patched (2024-07-03 r86870 ucrt)
 os       Windows 11 x64 (build 22631)
 system   x86_64, mingw32
 ui       RTerm
 language (EN)
 collate  English_United States.utf8
 ctype    English_United States.utf8
 tz       America/Chicago
 date     2024-09-17
 pandoc   3.1.11 @ C:/Program Files/RStudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)

─ Packages ───────────────────────────────────────────────────────────────────
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   assertthat        0.2.1    2019-03-21 [1] CRAN (R 4.4.0)
   base            * 4.4.1    2024-07-03 [?] local
   bit               4.0.5    2022-11-15 [1] CRAN (R 4.4.0)
   bit64             4.0.5    2020-08-30 [1] CRAN (R 4.4.0)
   bslib             0.8.0    2024-07-29 [1] CRAN (R 4.4.1)
   cachem            1.1.0    2024-05-16 [1] CRAN (R 4.4.0)
   cli               3.6.3    2024-06-21 [1] CRAN (R 4.4.1)
   colorspace        2.1-1    2024-07-26 [1] CRAN (R 4.4.1)
 P compiler          4.4.1    2024-07-03 [3] local
   config            0.3.2    2023-08-30 [1] CRAN (R 4.4.0)
 P datasets        * 4.4.1    2024-07-03 [3] local
   digest            0.6.37   2024-08-19 [1] CRAN (R 4.4.1)
   dplyr             1.1.4    2023-11-17 [1] CRAN (R 4.4.0)
   evaluate          0.24.0   2024-06-10 [1] CRAN (R 4.4.0)
   fansi             1.0.6    2023-12-08 [1] CRAN (R 4.4.0)
   farver            2.1.2    2024-05-13 [1] CRAN (R 4.4.0)
   fastmap           1.2.0    2024-05-15 [1] CRAN (R 4.4.0)
   forcats           1.0.0    2023-01-29 [1] CRAN (R 4.4.0)
   generics          0.1.3    2022-07-05 [1] CRAN (R 4.4.0)
   ggplot2         * 3.5.1    2024-04-23 [1] CRAN (R 4.4.0)
   glue              1.7.0    2024-01-09 [1] CRAN (R 4.4.0)
 P graphics        * 4.4.1    2024-07-03 [3] local
 P grDevices       * 4.4.1    2024-07-03 [3] local
 P grid              4.4.1    2024-07-03 [3] local
   gtable            0.3.5    2024-04-22 [1] CRAN (R 4.4.0)
   highr             0.11     2024-05-26 [1] CRAN (R 4.4.0)
   htmltools         0.5.8.1  2024-04-04 [1] CRAN (R 4.4.0)
   jquerylib         0.1.4    2021-04-26 [1] CRAN (R 4.4.0)
   jsonlite          1.8.8    2023-12-04 [1] CRAN (R 4.4.0)
   knitr           * 1.48     2024-07-07 [1] CRAN (R 4.4.1)
   labeling          0.4.3    2023-08-29 [1] CRAN (R 4.4.0)
   lattice           0.22-6   2024-03-20 [3] CRAN (R 4.4.1)
   lifecycle         1.0.4    2023-11-07 [1] CRAN (R 4.4.0)
   magrittr          2.0.3    2022-03-30 [1] CRAN (R 4.4.0)
   Matrix            1.7-0    2024-03-22 [1] CRAN (R 4.4.0)
 P methods         * 4.4.1    2024-07-03 [3] local
   mgcv              1.9-1    2023-12-21 [3] CRAN (R 4.4.1)
   munsell           0.5.1    2024-04-01 [1] CRAN (R 4.4.0)
   nlme              3.1-166  2024-08-14 [2] CRAN (R 4.4.1)
   pillar            1.9.0    2023-03-22 [1] CRAN (R 4.4.0)
   pkgconfig         2.0.3    2019-09-22 [1] CRAN (R 4.4.0)
   purrr             1.0.2    2023-08-10 [1] CRAN (R 4.4.0)
   R6                2.5.1    2021-08-19 [1] CRAN (R 4.4.0)
   RColorBrewer      1.1-3    2022-04-03 [1] CRAN (R 4.4.0)
   rlang             1.1.4    2024-06-04 [1] CRAN (R 4.4.0)
   rmarkdown         2.28     2024-08-17 [1] CRAN (R 4.4.1)
   rstudioapi        0.16.0   2024-03-24 [1] CRAN (R 4.4.0)
   sass              0.4.9    2024-03-15 [1] CRAN (R 4.4.0)
   scales            1.3.0    2023-11-28 [1] CRAN (R 4.4.0)
   sessioninfo       1.2.2    2021-12-06 [1] CRAN (R 4.4.0)
 P splines           4.4.1    2024-07-03 [3] local
 P stats           * 4.4.1    2024-07-03 [3] local
   TabularManifest   0.2.1    2023-05-25 [1] Github (Melinae/TabularManifest@c50ae48)
   tibble            3.2.1    2023-03-20 [1] CRAN (R 4.4.0)
   tidyselect        1.2.1    2024-03-11 [1] CRAN (R 4.4.0)
 P tools             4.4.1    2024-07-03 [3] local
   tzdb              0.4.0    2023-05-12 [1] CRAN (R 4.4.0)
   utf8              1.2.4    2023-10-22 [1] CRAN (R 4.4.0)
 P utils           * 4.4.1    2024-07-03 [3] local
   vctrs             0.6.5    2023-12-01 [1] CRAN (R 4.4.0)
   withr             3.0.1    2024-07-31 [1] CRAN (R 4.4.1)
   xfun              0.47     2024-08-17 [1] CRAN (R 4.4.1)
   yaml              2.3.10   2024-07-26 [1] CRAN (R 4.4.1)

 [1] D:/projects/r-libraries
 [2] C:/Users/wibea/AppData/Local/R/win-library/4.4
 [3] C:/Program Files/R/R-4.4.1patched/library

 P ── Loaded and on-disk path mismatch.

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Report rendered by wibea at 2024-09-17, 20:50 -0500 in 19 seconds.

BMW Institution Survey 2024 Report 1

Date: 2024-09-17