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| Table 4297. Ranking and votes of programming languages/tools for data analysts. The background colors indicates the importance of the corresponding languages. |
| Languages/Tools |
Ranking |
Votes/% |
| R |
1 |
32/11.15% |
| Python |
2 |
31/10.80% |
| SQL (Structured Query Language) |
3 |
28/9.76% |
| JavaScript |
4 |
22/7.67% |
| Java |
5 |
19/6.62% |
| Scala |
5 |
19/6.62% |
| C/C++ |
5 |
19/6.62% |
| Julia |
6 |
18/6.27% |
| MATLAB |
7 |
16/5.57% |
| SAS (Statistical Analytical System) Business Intelligence |
8 |
14/4.88% |
| Excel |
9 |
5/1.74% |
| Swift |
9 |
5/1.74% |
| Go |
9 |
5/1.74% |
| Bash/Shell |
10 |
3/1.05% |
| Typescript |
10 |
3/1.05% |
| NoSQL |
11 |
2/0.70% |
| PHP |
11 |
2/0.70% |
| HTML/CSS |
11 |
2/0.70% |
| Rust |
11 |
2/0.70% |
| Lisp |
11 |
2/0.70% |
| RapidMiner |
11 |
2/0.70% |
| Microsoft Power BI |
12 |
1/0.35% |
SAP BusinessObjects
|
12 |
1/0.35% |
VBA (Visual Basic for Applications)
|
12 |
1/0.35% |
| Sisense |
12 |
1/0.35% |
| TIBCO Spotfire |
12 |
1/0.35% |
| DATAPINE |
12 |
1/0.35% |
| Perl |
12 |
1/0.35% |
| SAS FORECASTING |
12 |
1/0.35% |
| F# |
12 |
1/0.35% |
| TensorFlow |
12 |
1/0.35% |
| Git |
12 |
1/0.35% |
| Thoughtspot |
12 |
1/0.35% |
| Qlik |
12 |
1/0.35% |
| Tableau |
12 |
1/0.35% |
| Google Data Studio |
12 |
1/0.35% |
| Redash |
12 |
1/0.35% |
| Periscope Data |
12 |
1/0.35% |
| Metabase |
12 |
1/0.35% |
| C# |
12 |
1/0.35% |
| Jupyter Notebook |
12 |
1/0.35% |
| IBM Cognos |
12 |
1/0.35% |
| Chartio |
12 |
1/0.35% |
| Ruby |
12 |
1/0.35% |
| Mode |
12 |
1/0.35% |
| KNIME |
12 |
1/0.35% |
| Looker |
12 |
1/0.35% |
| Domo |
12 |
1/0.35% |
| Oracle Analytics Cloud |
12 |
1/0.35% |
| ERWIN DATA MODELER (DM) |
12 |
1/0.35% |
| TALEND |
12 |
1/0.35% |
| JENKINS |
12 |
1/0.35% |
| APACHE SPARK |
12 |
1/0.35% |
| QUALTRICS |
12 |
1/0.35% |
| OPENREFINE |
12 |
1/0.35% |
| HIGHCHARTS |
12 |
1/0.35% |
| Unix shell/awk |
12 |
1/0.35% |
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