Which research computing tools or methods do you use or need? Please check all that apply. 

4/7/2020
Choice20132014201520162017201820192020
Excel
60.55%
65.76%
63.22%
64.37%
66.56%
66.33%
72.32%
61.93%
Python
6.49%
8.90%
8.81%
16.05%
20.43%
21.15%
21.46%
26.68%
MATLAB / Octave
22.73%
20.15%
21.19%
26.00%
26.36%
26.91%
24.36%
24.62%
Google Earth
23.78%
23.98%
21.02%
26.00%
26.52%
20.53%
19.31%
21.91%
Endnote
21.01%
24.23%
26.27%
25.84%
29.16%
22.28%
25.54%
21.26%
Qualtrics
2.29%
12.11%
20.51%
21.35%
21.91%
23.78%
26.18%
20.50%
SurveyMonkey
23.50%
26.95%
26.95%
22.31%
23.72%
20.65%
21.78%
20.39%
R
8.40%
12.24%
16.27%
15.57%
18.29%
19.65%
16.74%
20.17%
SPSS
28.94%
26.82%
31.69%
24.72%
23.72%
20.15%
25.97%
18.87%
C, C#, C++
5.25%
10.51%
12.20%
13.32%
16.47%
15.77%
12.02%
14.86%
Java
19.96%
15.45%
15.59%
20.06%
22.57%
20.40%
19.10%
14.32%
QuestionPro
-
-
-
-
-
0.75%
11.91%
14.10%
Wolfram Alpha
-
-
-
-
-
-
-
13.45%
Autodesk products including AutoCAD
4.68%
5.44%
4.92%
11.08%
12.52%
13.89%
14.59%
13.34%
LaTeX
7.07%
7.17%
7.29%
10.43%
14.00%
11.14%
10.62%
12.69%
SAS
15.47%
16.69%
25.25%
14.93%
16.97%
14.39%
13.41%
11.71%
Linux
8.79%
7.91%
7.12%
12.20%
12.03%
10.89%
9.55%
11.28%
JMP
14.23%
12.98%
8.98%
11.24%
10.54%
13.02%
11.16%
11.17%
ESRI ArcGIS Desktop and related tools
3.82%
6.55%
7.46%
7.70%
7.91%
7.38%
7.40%
8.79%
Paper surveys
12.13%
17.18%
11.86%
6.10%
7.25%
6.26%
6.22%
8.79%
NVivo
2.58%
3.96%
6.95%
9.31%
7.25%
7.63%
9.55%
8.79%
Mathematica
5.83%
6.80%
6.44%
12.68%
13.51%
11.14%
8.15%
8.68%
Microsoft SQL Server
1.72%
3.83%
4.75%
4.49%
6.43%
7.01%
7.73%
7.38%
MySQL
5.25%
5.07%
5.25%
8.03%
8.73%
8.39%
7.73%
7.27%
Qualitative analysis using manual methods
7.16%
11.25%
8.81%
7.54%
6.26%
7.51%
10.62%
7.16%
ChemDraw
3.92%
3.21%
3.05%
6.74%
9.06%
6.38%
6.12%
6.40%
Stata
5.83%
5.81%
8.81%
7.70%
6.75%
4.63%
5.47%
5.86%
Simulink
3.92%
3.46%
3.05%
4.33%
4.94%
6.26%
3.43%
5.86%
ImageJ
4.87%
4.57%
6.27%
7.22%
7.91%
6.51%
5.79%
5.86%
SPSS Text Analytics for Surveys
4.97%
3.21%
5.59%
6.26%
7.41%
6.01%
9.23%
4.99%
LabVIEW
4.97%
2.97%
4.07%
4.65%
5.77%
5.01%
4.29%
4.66%
Origin
6.49%
6.43%
4.24%
5.14%
6.59%
4.51%
3.54%
4.34%
FORTRAN
5.83%
5.56%
4.58%
4.65%
7.41%
5.38%
3.76%
4.01%
Oracle
3.25%
4.33%
5.76%
7.22%
8.24%
6.38%
3.97%
3.90%
Gnuplot
2.87%
3.96%
1.69%
4.17%
5.44%
3.88%
3.33%
3.69%
SciLab
1.53%
1.98%
0.85%
3.05%
2.97%
1.63%
0.97%
3.58%
TensorFlow
-
-
-
-
-
-
-
3.47%
SurveyGizmo
-
1.98%
2.20%
2.73%
1.65%
4.13%
2.15%
3.15%
Statistica
1.72%
1.61%
2.37%
2.57%
2.64%
2.75%
2.36%
3.04%
SPSS Modeler
3.53%
3.21%
5.08%
4.33%
4.45%
3.38%
3.54%
3.04%
Perl
3.25%
2.72%
3.22%
3.85%
3.79%
3.88%
1.93%
2.93%
Which research computing tools or methods do you use or need? Please check all that apply. 

4/7/2020
PostgreSQL20132014201520162017201820192020
PHP
-
-
-
-
5.11%
4.13%
3.00%
2.82%
Minitab
1.72%
2.97%
2.71%
3.37%
2.31%
2.00%
2.47%
2.82%
Sigmaplot
4.39%
4.20%
5.25%
5.94%
6.26%
4.13%
3.00%
2.71%
Scientific Notebook
1.15%
1.98%
1.53%
4.65%
2.47%
2.50%
1.61%
2.60%
Maple
5.06%
4.45%
3.56%
4.49%
4.78%
3.50%
2.90%
2.60%
Amos
3.53%
4.08%
5.08%
3.37%
2.31%
3.13%
2.36%
2.49%
SAS Enterprise Miner
2.67%
2.84%
2.54%
2.73%
2.80%
2.13%
1.29%
2.49%
ATLAS.ti
7.07%
6.43%
4.58%
3.21%
2.47%
1.75%
2.04%
2.49%
SAS Text Miner
1.43%
1.85%
1.53%
2.57%
2.64%
2.25%
1.82%
2.39%
COMSOL Multiphysics
1.34%
0.99%
1.36%
1.61%
2.31%
1.63%
1.29%
2.28%
WordStat
1.91%
1.48%
2.20%
3.05%
1.65%
1.88%
2.15%
2.17%
QDA Miner
3.53%
3.34%
4.24%
2.57%
2.47%
3.38%
2.36%
2.06%
Plotly
-
-
-
-
1.81%
1.63%
1.29%
2.06%
SAGE
1.62%
1.36%
1.69%
1.28%
2.47%
2.38%
2.25%
1.95%
MPI
2.01%
1.73%
1.53%
1.93%
2.80%
1.63%
1.72%
1.84%
Shiny
-
-
-
-
-
-
0.64%
1.74%
BASIC
1.91%
2.60%
2.03%
1.93%
1.65%
1.88%
1.93%
1.74%
Mplus
1.72%
1.36%
2.71%
1.61%
1.98%
1.75%
2.68%
1.74%
SQLite
1.62%
1.11%
1.36%
3.85%
1.81%
1.88%
1.93%
1.63%
Keras
-
-
-
-
-
-
-
1.52%
Go language
-
-
-
-
0.82%
1.50%
1.72%
1.52%
Hadoop (Apache Hadoop)
-
-
-
1.93%
2.31%
1.50%
1.72%
1.41%
Spark (Apache Spark)
-
-
-
1.28%
2.14%
1.13%
-
1.30%
HLM
2.29%
3.58%
2.88%
2.25%
1.98%
1.50%
2.58%
1.19%
Windows HPC Server
0.48%
1.73%
1.02%
1.77%
1.48%
1.50%
2.58%
1.08%
NCSS
0.67%
0.99%
1.86%
1.44%
1.98%
1.25%
0.32%
0.76%
JMP Genomics
1.43%
0.37%
1.02%
1.28%
2.47%
1.88%
1.82%
0.76%
RapidMiner
0.57%
0.37%
0.34%
0.48%
0.33%
0.25%
0.32%
0.65%
H20.ai
-
-
-
-
0.49%
0.63%
0.21%
0.54%
Scala
-
-
-
-
0.82%
0.38%
0.21%
0.43%
LISREL
0.96%
0.62%
1.53%
1.12%
0.99%
0.75%
0.32%
0.43%
EQS
0.38%
0.49%
0.68%
0.64%
-
0.38%
0.75%
0.43%
Weka
-
-
-
-
-
-
-
0.43%
MAXQDA
0.29%
0.12%
-
0.16%
0.33%
1.25%
0.32%
0.33%
Wavemetrics Igor
-
-
-
-
-
-
0.64%
0.33%
SUDAAN
0.57%
0.62%
0.51%
0.32%
0.16%
0.25%
0.43%
0.33%
Shogun
-
-
-
-
-
-
-
0.22%
KNIME
-
-
0.34%
0.32%
0.33%
0.50%
0.43%
0.22%
Other1:Other2:Other3:Other4:Other5:
PhotoshopIllustratorCMA
MendeleyScrivenerAlexa Skills KitOtterTransana
Canvas
Adobe IllustratorAdobe Photoshop
MicroStationGeopakSynchro
Kurzweil
Anaconda Python DistributionNVIDIA CUDA Tools and LibrariesAMD rocM Tools and LibrariesOverleaf online LaTeX collaboration
Power BI
MaxientCampus labs
AdobeAll MS Office productsRes center, HousingConf Programmer, Housing
VectorworksLightwright 6
Power Bi
RevitAdobe Suite (InDesign, Illustrator, Photoshop, PremierPro, Portfolio, Acrobat)ArcGIS
Adobe IndesignAdobe PhotoshopAdobie PremiereProSketchUpGIS
Visual 3DMicrosoft Visual Studio
Work Scheduling Software Student Employees
HSPICECADENCETCADCSCOPEWave Viewer
Hypothes.is
Adobe Creative Suite
Microsoft VisioMicrosoft Project
ROOT (CERN)GEANT4 (CERN)ORIGINVirtual MachineCERN LIBRARY (FORTRAN)
RhinoAdobe suite3D printerPlotterLaser cutter
Adobe Acrobat
NWChemTurbomole
Analyze Research Data Counts20132014201520162017201820192020
Yes
1057
891
635
668
643
840
1014
961
No
2159
1183
983
950
1021
1159
1130
1310
Analyze Research Data Percents20132014201520162017201820192020
Yes
32.87%
42.96%
39.25%
41.29%
38.64%
42.02%
47.29%
42.32%
No
67.13%
57.04%
60.75%
58.71%
61.36%
57.98%
52.71%
57.68%