Period
to 24 January 2022

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 24 January 2022 with a comparison to the same period in the previous 2 years.

Pandas
UK
6 months to
24 Jan 2022
Same period 2021 Same period 2020
Rank 640 529 695
Rank change year-on-year -111 +166 +166
Permanent jobs citing Pandas 484 256 357
As % of all permanent jobs advertised in the UK 0.38% 0.41% 0.28%
As % of the Libraries, Frameworks & Software Standards category 0.98% 0.96% 0.74%
Number of salaries quoted 330 234 285
10th Percentile £50,000 £46,250 £48,750
25th Percentile £60,313 £62,500 £55,000
Median annual salary (50th Percentile) £80,000 £75,000 £70,000
Median % change year-on-year +6.67% +7.14% +7.69%
75th Percentile £105,000 £95,000 £100,000
90th Percentile £122,500 £136,750 £125,000
UK excluding London median annual salary £60,000 £53,750 £60,000
% change year-on-year +11.63% -10.42% +41.18%

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 49,330 26,715 48,130
As % of all permanent IT jobs advertised in the UK 38.31% 42.41% 38.26%
Number of salaries quoted 30,498 22,939 39,831
10th Percentile £37,500 £35,000 £32,500
25th Percentile £46,250 £42,500 £40,000
Median annual salary (50th Percentile) £62,500 £55,000 £55,000
Median % change year-on-year +13.64% - +4.76%
75th Percentile £81,250 £73,750 £72,500
90th Percentile £97,500 £90,000 £90,000
UK excluding London median annual salary £54,500 £50,000 £46,000
% change year-on-year +9.00% +8.70% +2.22%

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 24 January 2022.

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 24 January 2022. 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
Jobs
England -114 442 £80,000 +6.67% 99
London -113 357 £87,500 +12.90% 71
Work from Home -87 149 £77,600 +34.96% 19
UK excluding London -160 90 £60,000 +11.63% 30
South East -104 34 £50,000 -16.67% 11
South West -41 17 £55,000 +22.22% 4
North of England -111 14 £70,000 +47.37%
East of England -95 10 £73,750 -7.81% 9
Midlands -87 7 £53,750 +73.39% 4
Yorkshire -89 7 £57,500 +21.05%
North West - 7 £70,000 -
West Midlands -61 6 £53,750 +73.39% 3
Wales -42 5 £67,500 +68.75% 1
Scotland - 4 £61,000 -
East Midlands - 1 - - 1

For the 6 months to 24 January 2022, 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.

1 477 (98.55%) Python
2 302 (62.40%) NumPy
3 280 (57.85%) SQL
4 234 (48.35%) Data Science
5 213 (44.01%) Analytics
6 203 (41.94%) Software Engineering
7 179 (36.98%) Machine Learning
8 169 (34.92%) Finance
9 144 (29.75%) scikit-learn
10 143 (29.55%) Agile Software Development
11 125 (25.83%) Visualisation
12 124 (25.62%) Algorithms
13 119 (24.59%) Artificial Intelligence
14 114 (23.55%) AWS
15 110 (22.73%) Docker
16 109 (22.52%) Computer Science
17 96 (19.83%) Mathematics
17 96 (19.83%) SciPy
18 95 (19.63%) TensorFlow
19 94 (19.42%) Social Skills
20 91 (18.80%) Fintech
21 85 (17.56%) React
22 84 (17.36%) Analytical Skills
23 83 (17.15%) JavaScript
24 80 (16.53%) Azure
25 76 (15.70%) Statistics
25 76 (15.70%) PostgreSQL
26 73 (15.08%) Deep Learning
26 73 (15.08%) Hedge funds
26 73 (15.08%) PyTorch

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 64 (13.22%) Jupyter
2 38 (7.85%) Apache Spark
3 26 (5.37%) Apache Airflow
4 19 (3.93%) Elasticsearch
5 12 (2.48%) Gunicorn
6 7 (1.45%) Apache
7 5 (1.03%) Luigi
8 4 (0.83%) nginx
9 3 (0.62%) ArcGIS
10 2 (0.41%) IPython
Applications
1 7 (1.45%) Simulink
2 4 (0.83%) Microsoft Excel
3 3 (0.62%) AutoCAD
3 3 (0.62%) Microsoft Office
4 2 (0.41%) Microsoft PowerPoint
4 2 (0.41%) Spreadsheet
5 1 (0.21%) Campfire
5 1 (0.21%) SPSS
5 1 (0.21%) Stata
Cloud Services
1 114 (23.55%) AWS
2 80 (16.53%) Azure
3 45 (9.30%) GCP
4 31 (6.40%) Cloud Computing
5 23 (4.75%) Serverless
6 22 (4.55%) Power Platform
7 20 (4.13%) Amazon S3
7 20 (4.13%) AWS Lambda
8 18 (3.72%) PaaS
9 17 (3.51%) GitHub
9 17 (3.51%) IaaS
10 14 (2.89%) SaaS
11 13 (2.69%) Amazon SageMaker
11 13 (2.69%) IBM Cloud
12 12 (2.48%) AWS Step Functions
13 8 (1.65%) Amazon EC2
13 8 (1.65%) Amazon SQS
14 7 (1.45%) GitHub Actions
15 6 (1.24%) Amazon EMR
15 6 (1.24%) Amazon Kinesis
Communications & Networking
1 17 (3.51%) Internet
2 4 (0.83%) SSH
3 3 (0.62%) FTP
4 2 (0.41%) VPN
5 1 (0.21%) Broadband
Database & Business Intelligence
1 76 (15.70%) PostgreSQL
2 42 (8.68%) Tableau
3 40 (8.26%) Big Data
4 30 (6.20%) MongoDB
5 29 (5.99%) SQL Server
6 28 (5.79%) NoSQL
7 25 (5.17%) MySQL
8 22 (4.55%) Data Warehouse
8 22 (4.55%) Power BI
9 18 (3.72%) Relational Database
10 16 (3.31%) Amazon Athena
10 16 (3.31%) Azure SQL Database
11 13 (2.69%) Amazon Redshift
11 13 (2.69%) BigQuery
12 11 (2.27%) Data Lake
13 10 (2.07%) OLAP
13 10 (2.07%) OLTP
13 10 (2.07%) Redis
14 8 (1.65%) Metadata
14 8 (1.65%) Power Query
Development Applications
1 52 (10.74%) Git (software)
2 21 (4.34%) Jenkins
3 19 (3.93%) GitLab
3 19 (3.93%) JIRA
3 19 (3.93%) Octopus Deploy
3 19 (3.93%) TestRail
4 8 (1.65%) CircleCI
5 6 (1.24%) Bitbucket
6 5 (1.03%) webpack
7 4 (0.83%) Cypress.io
7 4 (0.83%) Mocha
7 4 (0.83%) Selenium
8 3 (0.62%) RStudio
9 2 (0.41%) MLflow
10 1 (0.21%) Cucumber
10 1 (0.21%) DBeaver
General
1 169 (34.92%) Finance
2 94 (19.42%) Social Skills
3 84 (17.36%) Analytical Skills
4 46 (9.50%) Front Office
5 36 (7.44%) Marketing
6 31 (6.40%) Retail
7 24 (4.96%) Banking
8 20 (4.13%) Inclusion and Diversity
9 18 (3.72%) Back Office
10 16 (3.31%) Prime Brokerage
10 16 (3.31%) Public Sector
11 13 (2.69%) Law
12 11 (2.27%) Manufacturing
13 10 (2.07%) Financial Institution
14 7 (1.45%) Electronics
14 7 (1.45%) Telecoms
15 4 (0.83%) Presentation Skills
16 3 (0.62%) Legal
17 2 (0.41%) Advertising
18 1 (0.21%) Publishing
Job Titles
1 181 (37.40%) Developer
2 146 (30.17%) Python Developer
3 101 (20.87%) Data Scientist
4 74 (15.29%) Data Engineer
5 72 (14.88%) Python Engineer
6 62 (12.81%) Software Engineer
7 52 (10.74%) Python Software Engineer
8 44 (9.09%) Senior Data Scientist
9 41 (8.47%) Developer/Software Engineer
10 34 (7.02%) Senior Developer
11 30 (6.20%) Software Developer
12 29 (5.99%) Senior Python Developer
13 25 (5.17%) Lead Developer
14 20 (4.13%) Full Stack Developer
15 19 (3.93%) Lead Software Developer
15 19 (3.93%) Senior Software Engineer
16 17 (3.51%) Data Science Leader
17 16 (3.31%) Machine Learning Engineer
18 15 (3.10%) Python Developer - Fintech
18 15 (3.10%) Senior Software Developer
Libraries, Frameworks & Software Standards
1 302 (62.40%) NumPy
2 144 (29.75%) scikit-learn
3 96 (19.83%) SciPy
4 95 (19.63%) TensorFlow
5 85 (17.56%) React
6 73 (15.08%) PyTorch
7 46 (9.50%) pytest
8 45 (9.30%) Django
9 41 (8.47%) Matplotlib
10 37 (7.64%) Web Services
11 34 (7.02%) Keras
12 33 (6.82%) Caffe
13 29 (5.99%) Flask
13 29 (5.99%) HTML
14 27 (5.58%) Dask
15 23 (4.75%) Kafka
16 21 (4.34%) CSS
16 21 (4.34%) PySpark
16 21 (4.34%) REST
16 21 (4.34%) RESTful
Miscellaneous
1 124 (25.62%) Algorithms
2 73 (15.08%) Hedge funds
3 63 (13.02%) Equities
4 37 (7.64%) Derivative
5 35 (7.23%) Self-Motivation
6 31 (6.40%) Fixed Income
7 25 (5.17%) Data Structures
8 24 (4.96%) Life Science
9 22 (4.55%) Foreign Exchange (FX)
10 21 (4.34%) Management Information System
11 18 (3.72%) Public Cloud
12 17 (3.51%) Pricing Data
13 16 (3.31%) Greenfield Project
14 8 (1.65%) Cloud Native
14 8 (1.65%) Market Risk
15 7 (1.45%) Credit Risk
15 7 (1.45%) NHS
16 6 (1.24%) Robotics
17 5 (1.03%) FMCG
17 5 (1.03%) Semantic Web
Operating Systems
1 64 (13.22%) Linux
2 28 (5.79%) Unix
3 24 (4.96%) Mac OS
Processes & Methodologies
1 234 (48.35%) Data Science
2 213 (44.01%) Analytics
3 203 (41.94%) Software Engineering
4 179 (36.98%) Machine Learning
5 143 (29.55%) Agile Software Development
6 125 (25.83%) Visualisation
7 119 (24.59%) Artificial Intelligence
8 109 (22.52%) Computer Science
9 96 (19.83%) Mathematics
10 91 (18.80%) Fintech
11 76 (15.70%) Statistics
12 73 (15.08%) Deep Learning
13 71 (14.67%) Data Analysis
14 70 (14.46%) CI/CD
15 61 (12.60%) ETL
16 58 (11.98%) Natural Language Processing
17 57 (11.78%) Validation
18 53 (10.95%) Data Engineering
19 52 (10.74%) Scrum
20 51 (10.54%) Asset Management
Programming Languages
1 477 (98.55%) Python
2 280 (57.85%) SQL
3 83 (17.15%) JavaScript
4 59 (12.19%) R
5 53 (10.95%) Java
6 49 (10.12%) C
7 46 (9.50%) MATLAB
8 43 (8.88%) C++
9 33 (6.82%) Bash
10 28 (5.79%) TypeScript
11 22 (4.55%) C#
12 18 (3.72%) T-SQL
13 13 (2.69%) Scala
14 7 (1.45%) Kotlin
15 4 (0.83%) Ada
15 4 (0.83%) LookML
16 2 (0.41%) Ruby
17 1 (0.21%) ES6
17 1 (0.21%) Go
17 1 (0.21%) XPath
Qualifications
1 44 (9.09%) Degree
2 28 (5.79%) PhD
3 6 (1.24%) Master's Degree
4 3 (0.62%) AWS Certification
4 3 (0.62%) Numerate Degree
5 1 (0.21%) Postgraduate
Quality Assurance & Compliance
1 26 (5.37%) QA
2 11 (2.27%) Data Quality
3 7 (1.45%) GRC
4 2 (0.41%) Accessibility
5 1 (0.21%) Cyber Essentials
5 1 (0.21%) ISO/IEC 27001
5 1 (0.21%) PCI DSS
System Software
1 110 (22.73%) Docker
2 1 (0.21%) HDFS
Systems Management
1 69 (14.26%) Kubernetes
2 26 (5.37%) Terraform
3 19 (3.93%) Ansible
4 2 (0.41%) Oozie
5 1 (0.21%) Consul
5 1 (0.21%) Kubeflow
Vendors
1 37 (7.64%) Microsoft
2 28 (5.79%) Google
3 19 (3.93%) YouTube
4 13 (2.69%) IBM
5 10 (2.07%) Databricks
6 8 (1.65%) SAP
7 4 (0.83%) PayPal
8 3 (0.62%) ESRI
9 2 (0.41%) Dataiku
9 2 (0.41%) DataRobot
9 2 (0.41%) Foundry
9 2 (0.41%) Oracle
9 2 (0.41%) Palantir
9 2 (0.41%) Salesforce.com
9 2 (0.41%) Talend
10 1 (0.21%) Brio
10 1 (0.21%) Cisco
10 1 (0.21%) Facebook
10 1 (0.21%) Xero