Period
to 20 April 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 20 April 2021 with a comparison to the same period in the previous 2 years.

Pandas
UK
6 months to
20 Apr 2021
Same period 2020 Same period 2019
Rank 616 664 800
Rank change year-on-year +48 +136 +60
Permanent jobs citing Pandas 241 298 331
As % of all permanent jobs advertised in the UK 0.29% 0.27% 0.22%
As % of the Libraries, Frameworks & Software Standards category 0.72% 0.69% 0.57%
Number of salaries quoted 180 235 289
10th Percentile £46,250 £48,000 £38,750
25th Percentile £54,688 £53,750 £51,250
Median annual salary (50th Percentile) £70,000 £70,000 £65,000
Median % change year-on-year - +7.69% -
75th Percentile £87,500 £90,000 £85,000
90th Percentile £138,750 £115,000 £117,500
UK excluding London median annual salary £52,500 £62,500 £52,500
% change year-on-year -16.00% +19.05% +5.00%

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 33,584 43,296 57,711
As % of all permanent IT jobs advertised in the UK 39.78% 39.37% 38.83%
Number of salaries quoted 27,023 35,990 47,635
10th Percentile £34,685 £32,500 £31,250
25th Percentile £42,500 £41,250 £38,000
Median annual salary (50th Percentile) £55,000 £55,000 £52,500
Median % change year-on-year - +4.76% +5.00%
75th Percentile £75,000 £75,000 £71,000
90th Percentile £90,000 £90,000 £85,000
UK excluding London median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% +2.27%

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 20 April 2021.

Salary histogram for Pandas in the UK

Pandas
Top 13 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 20 April 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 +78 229 £70,000 - 43
London +54 171 £75,000 +7.14% 33
UK excluding London +92 60 £52,500 -16.00% 10
Work from Home -112 30 £57,500 +9.52% 10
South East +67 18 £52,500 -32.26% 2
North of England +43 14 £47,500 +37.68% 5
Midlands +32 13 £52,500 -4.55% 2
West Midlands +20 13 £52,500 -4.55% 2
East of England +59 9 £80,000 +25.49%
Yorkshire +12 8 £52,500 - 2
North West +43 6 £47,500 +37.68% 3
Scotland +11 3 £66,250 -
South West +3 3 £42,500 -32.00% 1

For the 6 months to 20 April 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.

1 241 (100.00%) Python
2 151 (62.66%) NumPy
3 143 (59.34%) SQL
4 108 (44.81%) Machine Learning
5 77 (31.95%) AWS
6 75 (31.12%) Data Science
7 65 (26.97%) Analytics
7 65 (26.97%) Agile Software Development
8 62 (25.73%) Finance
8 62 (25.73%) scikit-learn
9 58 (24.07%) Algorithms
10 56 (23.24%) Django
11 54 (22.41%) TDD
12 52 (21.58%) Software Engineering
12 52 (21.58%) Degree
13 48 (19.92%) SciPy
14 47 (19.50%) Apache Spark
15 46 (19.09%) Computer Science
16 45 (18.67%) Apache Airflow
17 44 (18.26%) Java
18 42 (17.43%) Kubernetes
18 42 (17.43%) Flask
19 41 (17.01%) Equities
19 41 (17.01%) BDD
20 40 (16.60%) PostgreSQL
21 36 (14.94%) GCP
22 35 (14.52%) DevOps
22 35 (14.52%) Docker
22 35 (14.52%) JavaScript
22 35 (14.52%) Linux

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 47 (19.50%) Apache Spark
2 45 (18.67%) Apache Airflow
3 28 (11.62%) Jupyter
4 23 (9.54%) Confluence
5 12 (4.98%) Apache
6 9 (3.73%) Elasticsearch
7 4 (1.66%) Gunicorn
8 3 (1.24%) Luigi
8 3 (1.24%) SAS
9 2 (0.83%) Apache Pig
10 1 (0.41%) nginx
Applications
1 14 (5.81%) Microsoft Excel
2 7 (2.90%) MS Visio
3 1 (0.41%) Chatbot
Cloud Services
1 77 (31.95%) AWS
2 36 (14.94%) GCP
3 34 (14.11%) Amazon S3
4 32 (13.28%) Azure
5 21 (8.71%) Power Platform
6 19 (7.88%) SaaS
7 17 (7.05%) GitHub
8 14 (5.81%) AWS Lambda
8 14 (5.81%) Serverless
9 11 (4.56%) Amazon SQS
10 8 (3.32%) Amazon SageMaker
11 7 (2.90%) Amazon EMR
11 7 (2.90%) Azure Data Factory
11 7 (2.90%) Azure Synapse Analytics
11 7 (2.90%) Power Automate
11 7 (2.90%) PowerApps
12 6 (2.49%) Amazon CloudWatch
12 6 (2.49%) Amazon ELB
12 6 (2.49%) Google Docs
12 6 (2.49%) Trello
Communications & Networking
1 5 (2.07%) HTTP
2 2 (0.83%) Internet
Database & Business Intelligence
1 40 (16.60%) PostgreSQL
2 33 (13.69%) Data Mining
3 32 (13.28%) NoSQL
4 22 (9.13%) Big Data
4 22 (9.13%) Relational Database
5 20 (8.30%) MongoDB
6 18 (7.47%) Power BI
7 16 (6.64%) Amazon Redshift
7 16 (6.64%) Hadoop
8 12 (4.98%) Apache Cassandra
8 12 (4.98%) RDBMS
9 11 (4.56%) Data Lake
9 11 (4.56%) Data Warehouse
10 10 (4.15%) Tableau
11 9 (3.73%) Amazon DynamoDB
12 7 (2.90%) MySQL
12 7 (2.90%) PowerPivot
13 6 (2.49%) BigQuery
13 6 (2.49%) DB2
13 6 (2.49%) Snowflake Schema
Development Applications
1 28 (11.62%) Jenkins
2 27 (11.20%) JIRA
3 25 (10.37%) Git (software)
4 15 (6.22%) Bitbucket
5 12 (4.98%) Pylint
5 12 (4.98%) Sourcetree
6 8 (3.32%) Maven
7 7 (2.90%) CircleCI
7 7 (2.90%) GitLab
7 7 (2.90%) Octopus Deploy
8 4 (1.66%) Atlassian Bamboo
9 3 (1.24%) SonarQube
10 2 (0.83%) Selenium
11 1 (0.41%) CMake
11 1 (0.41%) RStudio
11 1 (0.41%) Valgrind
11 1 (0.41%) Visual Website Optimizer
General
1 62 (25.73%) Finance
2 21 (8.71%) Banking
2 21 (8.71%) Marketing
3 16 (6.64%) Investment Banking
4 12 (4.98%) Retail
5 9 (3.73%) Front Office
6 4 (1.66%) Telecoms
7 3 (1.24%) Advertising
7 3 (1.24%) Electronics
7 3 (1.24%) Russian Language
8 2 (0.83%) Pharmaceutical
9 1 (0.41%) Automotive
9 1 (0.41%) Games
9 1 (0.41%) Law
Job Titles
1 124 (51.45%) Developer
2 97 (40.25%) Python Developer
3 36 (14.94%) Data Scientist
4 33 (13.69%) Python Engineer
5 29 (12.03%) Data Engineer
6 19 (7.88%) Software Engineer
7 15 (6.22%) Apache Spark Developer
7 15 (6.22%) Senior Developer
8 14 (5.81%) Machine Learning Engineer
9 11 (4.56%) Analyst
9 11 (4.56%) JIRA Developer
9 11 (4.56%) Senior Data Scientist
9 11 (4.56%) Software Developer
10 10 (4.15%) Data Analyst
10 10 (4.15%) Python Software Engineer
11 9 (3.73%) Java Engineer
11 9 (3.73%) Lead Developer
11 9 (3.73%) Senior Data Engineer
12 8 (3.32%) Backend Developer
12 8 (3.32%) Java Software Engineer
Libraries, Frameworks & Software Standards
1 151 (62.66%) NumPy
2 62 (25.73%) scikit-learn
3 56 (23.24%) Django
4 48 (19.92%) SciPy
5 42 (17.43%) Flask
6 30 (12.45%) Dask
7 24 (9.96%) TensorFlow
8 21 (8.71%) React
8 21 (8.71%) REST
9 20 (8.30%) RESTful
10 19 (7.88%) pytest
10 19 (7.88%) Redux
11 18 (7.47%) Matplotlib
12 15 (6.22%) Elastic Stack
12 15 (6.22%) Web Services
13 14 (5.81%) Kafka
14 12 (4.98%) AngularJS
14 12 (4.98%) Keras
15 11 (4.56%) PySpark
15 11 (4.56%) Seaborn
Miscellaneous
1 58 (24.07%) Algorithms
2 41 (17.01%) Equities
3 34 (14.11%) Hedge funds
4 21 (8.71%) Data Structures
5 18 (7.47%) Analytical Skills
6 16 (6.64%) Blog
7 12 (4.98%) Mobile App
8 9 (3.73%) Derivative
8 9 (3.73%) Fixed Income
9 8 (3.32%) Linux Command Line
9 8 (3.32%) Podcast
9 8 (3.32%) User Experience
10 7 (2.90%) Enterprise Software
11 5 (2.07%) Organisational Skills
11 5 (2.07%) Renewable Energy
11 5 (2.07%) Smart Meter
12 4 (1.66%) Data Protection Act
12 4 (1.66%) Field-Programmable Gate Array
12 4 (1.66%) iPad
12 4 (1.66%) Robotics
Operating Systems
1 35 (14.52%) Linux
2 2 (0.83%) Unix
Processes & Methodologies
1 108 (44.81%) Machine Learning
2 75 (31.12%) Data Science
3 65 (26.97%) Agile Software Development
3 65 (26.97%) Analytics
4 54 (22.41%) TDD
5 52 (21.58%) Software Engineering
6 46 (19.09%) Computer Science
7 41 (17.01%) BDD
8 35 (14.52%) DevOps
9 34 (14.11%) Open Source
10 31 (12.86%) Pair Programming
11 30 (12.45%) Data Analysis
11 30 (12.45%) Natural Language Processing
12 29 (12.03%) Microservices
13 28 (11.62%) Artificial Intelligence
14 27 (11.20%) Business Intelligence
15 26 (10.79%) Problem-Solving
16 25 (10.37%) Data Engineering
16 25 (10.37%) Data Modelling
17 24 (9.96%) Data Analytics
Programming Languages
1 241 (100.00%) Python
2 143 (59.34%) SQL
3 44 (18.26%) Java
4 35 (14.52%) JavaScript
5 29 (12.03%) C++
6 20 (8.30%) R
7 14 (5.81%) Scala
8 8 (3.32%) Data Analysis Expressions (DAX)
9 7 (2.90%) Java 8
9 7 (2.90%) Kotlin
9 7 (2.90%) PowerShell
9 7 (2.90%) T-SQL
9 7 (2.90%) VBA
10 6 (2.49%) TypeScript
11 5 (2.07%) C
12 4 (1.66%) PHP
13 3 (1.24%) C#
14 2 (0.83%) Bash Shell
14 2 (0.83%) MATLAB
15 1 (0.41%) Clojure
Qualifications
1 52 (21.58%) Degree
2 25 (10.37%) Computer Science Degree
3 17 (7.05%) PhD
4 11 (4.56%) Numerate Degree
5 4 (1.66%) Master's Degree
6 1 (0.41%) Postgraduate
Quality Assurance & Compliance
1 12 (4.98%) Data Quality
2 4 (1.66%) GRC
3 3 (1.24%) QA
System Software
1 35 (14.52%) Docker
2 1 (0.41%) Firmware
Systems Management
1 42 (17.43%) Kubernetes
2 26 (10.79%) Puppet
3 12 (4.98%) Terraform
4 6 (2.49%) Consul
4 6 (2.49%) Packer
5 4 (1.66%) Argo
5 4 (1.66%) Opscode Chef
6 3 (1.24%) Grafana
6 3 (1.24%) Prometheus
6 3 (1.24%) Zipkin
7 2 (0.83%) Control-M
7 2 (0.83%) Oozie
8 1 (0.41%) Hadoop YARN
Vendors
1 20 (8.30%) Microsoft
2 14 (5.81%) Google
3 12 (4.98%) Databricks
3 12 (4.98%) Splunk
4 8 (3.32%) Atlassian
5 4 (1.66%) Cisco
5 4 (1.66%) Oracle
6 3 (1.24%) Cloudera
6 3 (1.24%) PagerDuty
7 2 (0.83%) Twitter
8 1 (0.41%) Alteryx
8 1 (0.41%) Optimizely
8 1 (0.41%) Talend