Period
to 25 September 2021

The following table provides summary statistics for permanent job vacancies with a requirement for Pandas skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Pandas over the 6 months to 25 September 2021 with a comparison to the same period in the previous 2 years.

Pandas
UK
6 months to
25 Sep 2021
Same period 2020 Same period 2019
Rank 632 466 691
Rank change year-on-year -166 +225 +106
Permanent jobs citing Pandas 422 232 436
As % of all permanent jobs advertised in the UK 0.35% 0.47% 0.31%
As % of the Libraries, Frameworks & Software Standards category 0.85% 1.08% 0.83%
Number of salaries quoted 218 204 376
10th Percentile £44,700 £46,250 £45,000
25th Percentile £51,563 £58,750 £52,500
Median annual salary (50th Percentile) £75,000 £77,500 £70,000
Median % change year-on-year -3.23% +10.71% -3.45%
75th Percentile £92,188 £100,000 £95,000
90th Percentile £110,000 £132,500 £122,500
UK excluding London median annual salary £55,000 £52,500 £58,500
% change year-on-year +4.76% -10.26% +1.74%

Pandas is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
UK
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 49,435 21,467 52,481
As % of all permanent IT jobs advertised in the UK 40.49% 43.93% 37.29%
Number of salaries quoted 31,954 18,265 43,386
10th Percentile £36,250 £35,000 £32,250
25th Percentile £45,000 £42,500 £39,750
Median annual salary (50th Percentile) £60,000 £57,500 £52,500
Median % change year-on-year +4.35% +9.52% +5.00%
75th Percentile £77,500 £75,000 £72,500
90th Percentile £95,000 £95,000 £87,500
UK excluding London median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% -

Pandas
Job Vacancy Trend

Job postings citing Pandas as a proportion of all IT jobs advertised.

Job vacancy trend for Pandas in the UK

Pandas
Salary Trend

3-month moving average salary quoted in jobs citing Pandas.

Salary trend for Pandas in the UK

Pandas
Salary Histogram

Salary distribution for jobs citing Pandas over the 6 months to 25 September 2021.

Salary histogram for Pandas in the UK

Pandas
Top 15 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the UK over the 6 months to 25 September 2021. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England -149 401 £75,000 -3.23% 64
London -153 286 £77,500 - 48
UK excluding London -157 111 £55,000 +4.76% 16
Work from Home -234 64 £68,750 +14.58% 10
South East -130 44 £52,500 -16.00% 5
South West -72 20 £42,500 -5.56% 2
North of England -104 17 £55,000 +27.91% 1
East of England -87 12 £67,500 -12.90% 7
Midlands -111 12 £58,750 +51.61% 1
West Midlands -90 11 £58,750 +46.88% 1
North West - 9 £52,500 -
Yorkshire -91 8 £57,500 +21.05% 1
Scotland - 4 £62,500 -
Wales -37 3 £50,000 +25.00%
East Midlands -80 1 - -

For the 6 months to 25 September 2021, IT jobs citing Pandas also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads with a requirement for Pandas.

1 418 (99.05%) Python
2 289 (68.48%) NumPy
3 240 (56.87%) Data Science
4 213 (50.47%) Machine Learning
5 205 (48.58%) SQL
6 196 (46.45%) Algorithms
7 168 (39.81%) AWS
8 160 (37.91%) scikit-learn
9 144 (34.12%) Software Engineering
10 137 (32.46%) Analytics
11 131 (31.04%) Docker
12 117 (27.73%) Computer Science
13 116 (27.49%) Artificial Intelligence
14 102 (24.17%) Degree
14 102 (24.17%) Agile Software Development
15 100 (23.70%) TensorFlow
16 98 (23.22%) Problem-Solving
17 97 (22.99%) Social Skills
18 87 (20.62%) Data Analysis
19 86 (20.38%) Finance
20 85 (20.14%) Apache Spark
21 77 (18.25%) Java
21 77 (18.25%) Jupyter
22 76 (18.01%) Azure
23 75 (17.77%) Analytical Skills
23 75 (17.77%) SciPy
24 73 (17.30%) Kubernetes
24 73 (17.30%) Visualisation
25 69 (16.35%) JavaScript
26 64 (15.17%) Mathematics

Pandas
Co-occurring IT Skills by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 85 (20.14%) Apache Spark
2 77 (18.25%) Jupyter
3 46 (10.90%) Apache Airflow
4 34 (8.06%) Apache
5 23 (5.45%) Gunicorn
6 10 (2.37%) Confluence
6 10 (2.37%) Elasticsearch
7 5 (1.18%) ArcGIS
8 4 (0.95%) Luigi
8 4 (0.95%) nginx
9 1 (0.24%) Tornado
Applications
1 10 (2.37%) Simulink
2 7 (1.66%) Spreadsheet
3 6 (1.42%) Microsoft Excel
4 5 (1.18%) AutoCAD
4 5 (1.18%) Microsoft Office
Business Applications
1 1 (0.24%) Sentinel
Cloud Services
1 168 (39.81%) AWS
2 76 (18.01%) Azure
3 48 (11.37%) Power Platform
4 42 (9.95%) Serverless
5 38 (9.00%) GCP
6 37 (8.77%) Amazon S3
7 35 (8.29%) Amazon SageMaker
7 35 (8.29%) SaaS
8 34 (8.06%) AWS Lambda
9 23 (5.45%) Cloud Computing
10 19 (4.50%) npm
11 18 (4.27%) GitHub
12 17 (4.03%) Amazon Cognito
12 17 (4.03%) Amazon EC2
13 16 (3.79%) AWS CloudFormation
13 16 (3.79%) Snowflake
14 13 (3.08%) PaaS
15 12 (2.84%) AWS CodePipeline
16 11 (2.61%) Amazon EMR
16 11 (2.61%) AWS Step Functions
Communications & Networking
1 1 (0.24%) SSH
Database & Business Intelligence
1 48 (11.37%) Data Warehouse
2 40 (9.48%) Power BI
3 32 (7.58%) Big Data
4 28 (6.64%) NoSQL
4 28 (6.64%) PostgreSQL
5 25 (5.92%) Amazon Redshift
5 25 (5.92%) Data Mining
6 23 (5.45%) Relational Database
7 20 (4.74%) Data Lake
8 19 (4.50%) Metadata
8 19 (4.50%) MongoDB
9 17 (4.03%) Tableau
10 16 (3.79%) Hadoop
11 14 (3.32%) Amazon DynamoDB
12 11 (2.61%) Electronic Patient Records
12 11 (2.61%) Looker
12 11 (2.61%) SQL Server
13 10 (2.37%) GIS
13 10 (2.37%) MySQL
14 9 (2.13%) BigQuery
Development Applications
1 59 (13.98%) Git (software)
2 48 (11.37%) JIRA
3 33 (7.82%) Jenkins
4 32 (7.58%) GitLab
5 19 (4.50%) Octopus Deploy
5 19 (4.50%) TestRail
6 17 (4.03%) webpack
7 15 (3.55%) Babel
8 11 (2.61%) Maven
9 8 (1.90%) CircleCI
10 6 (1.42%) Cypress.io
11 5 (1.18%) JUnit
11 5 (1.18%) Mockito
12 4 (0.95%) Atlassian Bamboo
12 4 (0.95%) Mocha
13 3 (0.71%) Bitbucket
14 2 (0.47%) Pylint
14 2 (0.47%) Sourcetree
15 1 (0.24%) Cucumber
15 1 (0.24%) DBeaver
General
1 97 (22.99%) Social Skills
2 86 (20.38%) Finance
3 75 (17.77%) Analytical Skills
4 31 (7.35%) Retail
5 25 (5.92%) Marketing
6 21 (4.98%) Inclusion and Diversity
7 20 (4.74%) Wearables
8 16 (3.79%) Presentation Skills
9 15 (3.55%) Russian Language
10 14 (3.32%) Telecoms
11 13 (3.08%) Back Office
11 13 (3.08%) Prime Brokerage
12 12 (2.84%) Public Sector
13 11 (2.61%) Front Office
14 8 (1.90%) Banking
14 8 (1.90%) Games
15 7 (1.66%) Law
16 5 (1.18%) Electronics
16 5 (1.18%) Pharmaceutical
17 2 (0.47%) Manufacturing
Job Titles
1 131 (31.04%) Developer
2 82 (19.43%) Data Scientist
2 82 (19.43%) Python Developer
3 76 (18.01%) Data Engineer
4 55 (13.03%) Python Engineer
5 39 (9.24%) Software Engineer
6 37 (8.77%) Senior Data Engineer
7 25 (5.92%) Software Developer
8 21 (4.98%) Lead Developer
9 19 (4.50%) JavaScript Developer
9 19 (4.50%) Lead Software Developer
9 19 (4.50%) Programmer
10 17 (4.03%) Machine Learning Engineer
11 15 (3.55%) Python Software Engineer
11 15 (3.55%) React Developer
11 15 (3.55%) Senior Developer
12 13 (3.08%) AWS Engineer
12 13 (3.08%) Consultant
12 13 (3.08%) Python Developer - Fintech
13 12 (2.84%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 289 (68.48%) NumPy
2 160 (37.91%) scikit-learn
3 100 (23.70%) TensorFlow
4 75 (17.77%) SciPy
5 64 (15.17%) React
6 60 (14.22%) Flask
6 60 (14.22%) Keras
7 58 (13.74%) REST
8 55 (13.03%) Kafka
8 55 (13.03%) pytest
9 51 (12.09%) Django
10 49 (11.61%) PyTorch
11 45 (10.66%) Matplotlib
12 41 (9.72%) RESTful
13 36 (8.53%) Web Services
14 35 (8.29%) Dask
15 23 (5.45%) PyQt
15 23 (5.45%) Tkinter
16 19 (4.50%) Software Packaging
16 19 (4.50%) Sphinx
Miscellaneous
1 196 (46.45%) Algorithms
2 64 (15.17%) Data Structures
3 26 (6.16%) Blog
4 24 (5.69%) Self-Motivation
5 22 (5.21%) Life Science
6 19 (4.50%) User Experience
7 17 (4.03%) Equities
7 17 (4.03%) Hedge funds
8 16 (3.79%) Management Information System
9 15 (3.55%) 3D Graphics
9 15 (3.55%) Enterprise Software
10 14 (3.32%) NHS
11 11 (2.61%) Greenfield Project
12 9 (2.13%) Cloud Native
13 7 (1.66%) Fixed Income
13 7 (1.66%) Wiki
14 6 (1.42%) Enterprise Cloud
15 5 (1.18%) Credit Risk
15 5 (1.18%) Derivative
15 5 (1.18%) Semantic Web
Operating Systems
1 59 (13.98%) Linux
2 28 (6.64%) Unix
3 24 (5.69%) Mac OS
4 21 (4.98%) Apple iOS
5 15 (3.55%) Android
Processes & Methodologies
1 240 (56.87%) Data Science
2 213 (50.47%) Machine Learning
3 144 (34.12%) Software Engineering
4 137 (32.46%) Analytics
5 117 (27.73%) Computer Science
6 116 (27.49%) Artificial Intelligence
7 102 (24.17%) Agile Software Development
8 98 (23.22%) Problem-Solving
9 87 (20.62%) Data Analysis
10 73 (17.30%) Visualisation
11 64 (15.17%) Data Engineering
11 64 (15.17%) Mathematics
12 63 (14.93%) Natural Language Processing
13 62 (14.69%) Data Modelling
14 60 (14.22%) Statistics
15 50 (11.85%) Data Pipeline
16 45 (10.66%) Validation
17 44 (10.43%) TDD
18 41 (9.72%) Business Intelligence
18 41 (9.72%) Deep Learning
Programming Languages
1 418 (99.05%) Python
2 205 (48.58%) SQL
3 77 (18.25%) Java
4 69 (16.35%) JavaScript
5 39 (9.24%) C++
6 32 (7.58%) R
7 26 (6.16%) Bash Shell
8 25 (5.92%) Kotlin
9 20 (4.74%) C
9 20 (4.74%) MATLAB
10 15 (3.55%) TypeScript
11 13 (3.08%) Scala
12 12 (2.84%) ES6
13 11 (2.61%) Java 8
14 8 (1.90%) C#
15 6 (1.42%) Apple Swift
16 3 (0.71%) LookML
16 3 (0.71%) Ruby
16 3 (0.71%) T-SQL
17 2 (0.47%) Julia
Qualifications
1 102 (24.17%) Degree
2 39 (9.24%) Computer Science Degree
3 36 (8.53%) PhD
4 14 (3.32%) Master's Degree
4 14 (3.32%) Numerate Degree
Quality Assurance & Compliance
1 23 (5.45%) GRC
2 20 (4.74%) QA
3 18 (4.27%) Data Quality
4 1 (0.24%) Cyber Essentials
4 1 (0.24%) ISO/IEC 27001
4 1 (0.24%) PCI DSS
System Software
1 131 (31.04%) Docker
2 15 (3.55%) Firmware
3 11 (2.61%) Apache ZooKeeper
3 11 (2.61%) etcd
4 1 (0.24%) HDFS
Systems Management
1 73 (17.30%) Kubernetes
2 20 (4.74%) Ansible
3 17 (4.03%) Puppet
4 15 (3.55%) Opscode Chef
4 15 (3.55%) Terraform
5 12 (2.84%) Consul
6 3 (0.71%) Kubeflow
7 2 (0.47%) Oozie
8 1 (0.24%) Hadoop YARN
Vendors
1 33 (7.82%) Microsoft
2 19 (4.50%) YouTube
3 17 (4.03%) Databricks
4 15 (3.55%) Google
5 10 (2.37%) Instagram
6 9 (2.13%) Cisco
7 7 (1.66%) Dell
8 6 (1.42%) Atlassian
9 5 (1.18%) ESRI
10 4 (0.95%) Salesforce.com
10 4 (0.95%) SAP
11 3 (0.71%) Oracle
12 2 (0.47%) Brio
12 2 (0.47%) Splunk
12 2 (0.47%) Teradata
13 1 (0.24%) Apple
13 1 (0.24%) Cloudera
13 1 (0.24%) Foundry
13 1 (0.24%) Palantir
13 1 (0.24%) Talend