Period
to 16 January 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 16 January 2021 with a comparison to the same period in the previous 2 years.

Pandas
UK
6 months to
16 Jan 2021
Same period 2020 Same period 2019
Rank 500 684 842
Rank change year-on-year +184 +158 +124
Permanent jobs citing Pandas 258 372 287
As % of all permanent jobs advertised in the UK 0.41% 0.29% 0.19%
As % of the Libraries, Frameworks & Software Standards category 0.97% 0.76% 0.48%
Number of salaries quoted 260 311 266
Median annual salary £72,500 £70,000 £65,000
Median salary % change year-on-year +3.57% +7.69% +8.33%
10th Percentile £45,000 £48,000 £37,500
90th Percentile £132,500 £125,000 £101,250
UK excluding London median annual salary £55,000 £59,500 £50,000
% change year-on-year -7.56% +19.00% -

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 26,698 49,022 59,890
As % of all permanent IT jobs advertised in the UK 42.89% 38.87% 39.64%
Number of salaries quoted 22,647 40,610 49,599
Median annual salary £57,500 £55,000 £52,500
Median salary % change year-on-year +4.55% +4.76% +5.00%
10th Percentile £35,000 £32,500 £31,250
90th Percentile £90,000 £90,000 £85,000
UK excluding London median annual salary £50,000 £46,219 £45,000
% change year-on-year +8.18% +2.71% +5.88%

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 16 January 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 16 January 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 +177 253 £75,000 +7.14% 41
London +118 214 £75,500 -2.58% 29
UK excluding London +199 39 £55,000 -7.56% 12
Work from Home -45 25 £57,500 +6.98% 6
South East +163 14 £60,000 - 5
North of England +103 14 £47,500 +18.75% 3
Yorkshire +51 11 £47,500 - 2
East of England +105 5 £80,000 +28.00% 3
Midlands +82 3 £31,000 -43.64% 1
West Midlands +71 3 £31,000 -43.64% 1
North East - 3 £40,000 -
South West +66 2 £45,000 -14.29%
Wales - 1 £40,000 -

For the 6 months to 16 January 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.

1 257 (99.61%) Python
2 164 (63.57%) SQL
3 131 (50.78%) NumPy
4 104 (40.31%) Finance
5 92 (35.66%) Machine Learning
6 76 (29.46%) Equities
7 67 (25.97%) Hedge funds
8 66 (25.58%) Analytics
8 66 (25.58%) Data Science
9 59 (22.87%) AWS
10 57 (22.09%) PostgreSQL
11 55 (21.32%) TDD
12 53 (20.54%) Agile Software Development
13 52 (20.16%) Software Engineering
13 52 (20.16%) Computer Science
13 52 (20.16%) Django
13 52 (20.16%) scikit-learn
14 49 (18.99%) BDD
15 46 (17.83%) SciPy
16 44 (17.05%) Front Office
17 41 (15.89%) Azure
18 40 (15.50%) Java
19 39 (15.12%) Algorithms
19 39 (15.12%) Jenkins
19 39 (15.12%) Derivative
20 38 (14.73%) Statistics
20 38 (14.73%) Degree
20 38 (14.73%) Kubernetes
21 37 (14.34%) GCP
22 36 (13.95%) C++

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 34 (13.18%) Apache Airflow
1 34 (13.18%) Apache Spark
2 12 (4.65%) Confluence
2 12 (4.65%) Jupyter
3 11 (4.26%) SAS
4 10 (3.88%) Apache
5 7 (2.71%) Luigi
6 6 (2.33%) Elasticsearch
7 2 (0.78%) Apache Pig
7 2 (0.78%) ArcGIS
7 2 (0.78%) nginx
8 1 (0.39%) IBM Domino
Applications
1 13 (5.04%) Microsoft Excel
2 1 (0.39%) Chatbot
2 1 (0.39%) Microsoft PowerPoint
Business Applications
1 26 (10.08%) Eagle PACE
1 26 (10.08%) Markit EDM
Cloud Services
1 59 (22.87%) AWS
2 41 (15.89%) Azure
3 37 (14.34%) GCP
4 34 (13.18%) Amazon S3
5 20 (7.75%) Power Platform
6 10 (3.88%) AWS Lambda
6 10 (3.88%) Serverless
7 8 (3.10%) SaaS
8 7 (2.71%) Azure Data Factory
9 6 (2.33%) Amazon EMR
9 6 (2.33%) Amazon Kinesis
10 5 (1.94%) Amazon EC2
11 4 (1.55%) GitHub
12 3 (1.16%) Amazon SageMaker
12 3 (1.16%) Amazon SQS
12 3 (1.16%) Cloud Computing
12 3 (1.16%) Datadog
13 2 (0.78%) Amazon ECS
14 1 (0.39%) Azure Machine Learning
14 1 (0.39%) PaaS
Communications & Networking
1 4 (1.55%) 5G
2 2 (0.78%) Internet
Database & Business Intelligence
1 57 (22.09%) PostgreSQL
2 27 (10.47%) Relational Database
3 25 (9.69%) Big Data
4 23 (8.91%) NoSQL
5 21 (8.14%) Hadoop
6 20 (7.75%) Power BI
7 19 (7.36%) RDBMS
8 16 (6.20%) Tableau
9 14 (5.43%) Data Lake
9 14 (5.43%) MongoDB
10 13 (5.04%) Data Mining
11 10 (3.88%) SQL Server
12 7 (2.71%) Amazon Athena
12 7 (2.71%) Amazon DynamoDB
12 7 (2.71%) Apache Cassandra
12 7 (2.71%) Data Warehouse
12 7 (2.71%) Geospatial Data
12 7 (2.71%) MySQL
12 7 (2.71%) PowerPivot
12 7 (2.71%) Redis
Development Applications
1 39 (15.12%) Jenkins
2 13 (5.04%) JIRA
3 11 (4.26%) Git (software)
4 7 (2.71%) Bitbucket
5 6 (2.33%) Pylint
5 6 (2.33%) Sourcetree
6 3 (1.16%) SonarQube
6 3 (1.16%) Team Foundation Server
7 1 (0.39%) Cypress.io
7 1 (0.39%) Maven
7 1 (0.39%) RStudio
7 1 (0.39%) Selenium
7 1 (0.39%) webpack
General
1 104 (40.31%) Finance
2 44 (17.05%) Front Office
3 29 (11.24%) Back Office
4 21 (8.14%) Marketing
5 16 (6.20%) Banking
6 12 (4.65%) Retail
7 7 (2.71%) Investment Banking
7 7 (2.71%) Telecoms
8 4 (1.55%) Advertising
8 4 (1.55%) Manufacturing
9 2 (0.78%) Electronics
9 2 (0.78%) Pharmaceutical
10 1 (0.39%) Law
Job Titles
1 124 (48.06%) Developer
2 114 (44.19%) Python Developer
3 40 (15.50%) Python Engineer
4 32 (12.40%) Analyst
5 31 (12.02%) Data Manager
6 29 (11.24%) Data Analyst
7 26 (10.08%) Finance Manager
7 26 (10.08%) Financial Analyst
8 25 (9.69%) Data Scientist
9 19 (7.36%) Data Engineer
10 18 (6.98%) Machine Learning Engineer
10 18 (6.98%) Software Engineer
11 17 (6.59%) SQL Developer
12 16 (6.20%) Python Software Engineer
13 12 (4.65%) Market Analyst
13 12 (4.65%) Market Data Analyst
13 12 (4.65%) Market Data Manager
13 12 (4.65%) Reference Data Analyst
13 12 (4.65%) Senior Data Scientist
14 11 (4.26%) Lead Developer
Libraries, Frameworks & Software Standards
1 131 (50.78%) NumPy
2 52 (20.16%) Django
2 52 (20.16%) scikit-learn
3 46 (17.83%) SciPy
4 31 (12.02%) TensorFlow
5 30 (11.63%) Natural Language Processing
6 28 (10.85%) Dask
7 24 (9.30%) Flask
8 21 (8.14%) PyTorch
9 20 (7.75%) Keras
9 20 (7.75%) RESTful
10 19 (7.36%) Matplotlib
11 13 (5.04%) React
12 12 (4.65%) REST
12 12 (4.65%) XGBoost
13 11 (4.26%) AngularJS
13 11 (4.26%) Elastic Stack
13 11 (4.26%) Seaborn
14 9 (3.49%) SpaCy
14 9 (3.49%) SQLAlchemy
Miscellaneous
1 76 (29.46%) Equities
2 67 (25.97%) Hedge funds
3 39 (15.12%) Algorithms
3 39 (15.12%) Derivative
4 34 (13.18%) Fixed Income
5 26 (10.08%) Reference Data
6 22 (8.53%) Data Structures
7 16 (6.20%) Analytical Skills
8 11 (4.26%) Mobile App
9 7 (2.71%) Enterprise Software
10 4 (1.55%) FMCG
10 4 (1.55%) Greenfield Project
11 3 (1.16%) Interest Rate Derivative
11 3 (1.16%) Linux Command Line
12 2 (0.78%) Equity Derivative
12 2 (0.78%) Field-Programmable Gate Array
12 2 (0.78%) Marketing Technology
12 2 (0.78%) Robotics
12 2 (0.78%) Semantic Web
12 2 (0.78%) Video\Live Streaming
Operating Systems
1 36 (13.95%) Linux
2 2 (0.78%) Unix
Processes & Methodologies
1 92 (35.66%) Machine Learning
2 66 (25.58%) Analytics
2 66 (25.58%) Data Science
3 55 (21.32%) TDD
4 53 (20.54%) Agile Software Development
5 52 (20.16%) Computer Science
5 52 (20.16%) Software Engineering
6 49 (18.99%) BDD
7 38 (14.73%) Statistics
8 34 (13.18%) Asset Management
9 32 (12.40%) Deep Learning
9 32 (12.40%) Pair Programming
10 28 (10.85%) Investment Management
11 26 (10.08%) Mathematics
11 26 (10.08%) Visualisation
12 24 (9.30%) Artificial Intelligence
13 22 (8.53%) Business Intelligence
13 22 (8.53%) DevOps
14 21 (8.14%) Microservices
15 20 (7.75%) Data Modelling
Programming Languages
1 257 (99.61%) Python
2 164 (63.57%) SQL
3 40 (15.50%) Java
4 36 (13.95%) C++
5 27 (10.47%) JavaScript
6 24 (9.30%) R
7 10 (3.88%) C
7 10 (3.88%) PowerShell
8 9 (3.49%) C#
9 7 (2.71%) Julia
9 7 (2.71%) Scala
10 6 (2.33%) MATLAB
11 4 (1.55%) Go
11 4 (1.55%) Kotlin
12 3 (1.16%) T-SQL
12 3 (1.16%) VBA
13 2 (0.78%) TypeScript
14 1 (0.39%) Bash Shell
14 1 (0.39%) Clojure
14 1 (0.39%) PHP
Qualifications
1 38 (14.73%) Degree
2 23 (8.91%) Computer Science Degree
3 15 (5.81%) PhD
4 8 (3.10%) Master's Degree
5 4 (1.55%) Numerate Degree
6 1 (0.39%) Postgraduate
Quality Assurance & Compliance
1 7 (2.71%) Data Quality
2 3 (1.16%) QA
System Software
1 27 (10.47%) Docker
Systems Management
1 38 (14.73%) Kubernetes
2 34 (13.18%) Puppet
3 5 (1.94%) Oozie
3 5 (1.94%) Terraform
4 3 (1.16%) Grafana
4 3 (1.16%) Prometheus
4 3 (1.16%) Zipkin
5 2 (0.78%) Control-M
5 2 (0.78%) Kibana
5 2 (0.78%) logstash
Vendors
1 26 (10.08%) Bloomberg
1 26 (10.08%) FactSet
1 26 (10.08%) Reuters
2 20 (7.75%) Databricks
3 13 (5.04%) Microsoft
4 8 (3.10%) Cloudera
4 8 (3.10%) Google
4 8 (3.10%) Splunk
5 5 (1.94%) Talend
6 4 (1.55%) Oracle
7 3 (1.16%) PagerDuty
8 2 (0.78%) Cisco
8 2 (0.78%) ESRI
9 1 (0.39%) Atlassian
9 1 (0.39%) Cognizant
9 1 (0.39%) Twitter