Period
to 23 September 2021

The following table provides summary statistics for permanent job vacancies advertised in the South East 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 23 September 2021 with a comparison to the same period in the previous 2 years.

Pandas
England > South East
6 months to
23 Sep 2021
Same period 2020 Same period 2019
Rank 403 277 481
Rank change year-on-year -126 +204 +41
Permanent jobs citing Pandas 44 15 36
As % of all permanent jobs advertised in the South East 0.25% 0.18% 0.14%
As % of the Libraries, Frameworks & Software Standards category 0.61% 0.41% 0.36%
Number of salaries quoted 12 12 34
10th Percentile £38,000 £50,000 £48,750
25th Percentile £46,063 £55,625 £56,250
Median annual salary (50th Percentile) £52,500 £62,500 £60,000
Median % change year-on-year -16.00% +4.17% +2.13%
75th Percentile £67,500 £78,750 £64,000
90th Percentile £75,000 " £79,775
England median annual salary £75,000 £77,500 £70,000
% change year-on-year -3.23% +10.71% -6.67%

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 advertised in the South East with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
South East
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 7,214 3,637 9,895
As % of all permanent IT jobs advertised in the South East 41.16% 44.34% 38.46%
Number of salaries quoted 5,264 3,183 8,586
10th Percentile £33,750 £33,000 £29,250
25th Percentile £41,250 £41,250 £36,750
Median annual salary (50th Percentile) £52,500 £52,500 £50,000
Median % change year-on-year - +5.00% +5.26%
75th Percentile £66,000 £65,000 £62,500
90th Percentile £77,500 £75,000 £72,500
England median annual salary £60,000 £58,500 £55,000
% change year-on-year +2.56% +6.36% +5.31%

Pandas
Job Vacancy Trend in the South East

Job postings citing Pandas as a proportion of all IT jobs advertised in the South East.

Job vacancy trend for Pandas in the South East

Pandas
Salary Trend in the South East

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

Salary trend for Pandas in the South East

Pandas
Salary Histogram in the South East

Salary distribution for jobs citing Pandas in the South East over the 6 months to 23 September 2021.

Salary histogram for Pandas in the South East

Pandas
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Pandas within the South East region over the 6 months to 23 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
Surrey -50 23 £55,000 -4.35%
Thames Valley -88 14 £60,000 -4.00% 3
Berkshire -67 7 £56,250 -10.00%
Buckinghamshire - 5 - - 2
Oxfordshire -24 4 £70,000 +40.00% 1
Hampshire -114 4 £44,000 - 1
West Sussex -18 2 - -
East Sussex - 1 - -
Pandas
England

For the 6 months to 23 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 across the South East region with a requirement for Pandas.

1 44 (100.00%) Python
2 38 (86.36%) NumPy
3 30 (68.18%) JIRA
4 28 (63.64%) SQL
5 27 (61.36%) Data Science
6 26 (59.09%) Problem-Solving
6 26 (59.09%) RESTful
7 22 (50.00%) JavaScript
8 21 (47.73%) Git (software)
8 21 (47.73%) AWS
9 20 (45.45%) Social Skills
10 19 (43.18%) Business Intelligence
10 19 (43.18%) Agile Software Development
11 18 (40.91%) Machine Learning
11 18 (40.91%) Algorithms
11 18 (40.91%) TensorFlow
12 17 (38.64%) Power BI
12 17 (38.64%) Docker
12 17 (38.64%) Amazon S3
12 17 (38.64%) Artificial Intelligence
12 17 (38.64%) Amazon Cognito
12 17 (38.64%) Power Platform
13 15 (34.09%) Wearables
13 15 (34.09%) Data Lake
13 15 (34.09%) npm
13 15 (34.09%) Front End Development
13 15 (34.09%) Keras
13 15 (34.09%) Data Analysis
13 15 (34.09%) Product Management
13 15 (34.09%) Android

Pandas
Co-occurring IT Skills in the South East 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 11 (25.00%) Jupyter
2 4 (9.09%) Apache Airflow
Applications
1 1 (2.27%) Microsoft Excel
Cloud Services
1 21 (47.73%) AWS
2 17 (38.64%) Amazon Cognito
2 17 (38.64%) Amazon S3
2 17 (38.64%) Power Platform
3 15 (34.09%) Amazon EC2
3 15 (34.09%) npm
4 6 (13.64%) SaaS
5 5 (11.36%) Azure
6 4 (9.09%) dbt
6 4 (9.09%) GCP
6 4 (9.09%) Slack
6 4 (9.09%) Snowflake
7 2 (4.55%) Amazon CloudWatch
7 2 (4.55%) Amazon ECS
7 2 (4.55%) AWS CloudFormation
7 2 (4.55%) AWS CodePipeline
7 2 (4.55%) AWS Fargate
7 2 (4.55%) AWS Step Functions
7 2 (4.55%) Serverless
7 2 (4.55%) Virtual Private Cloud
Database & Business Intelligence
1 17 (38.64%) Power BI
2 15 (34.09%) Data Lake
3 6 (13.64%) PostgreSQL
4 4 (9.09%) Amazon Redshift
4 4 (9.09%) Data Warehouse
5 2 (4.55%) Amazon DynamoDB
5 2 (4.55%) Metadata
6 1 (2.27%) Azure SQL Database
6 1 (2.27%) NoSQL
6 1 (2.27%) Relational Database
6 1 (2.27%) Tableau
Development Applications
1 30 (68.18%) JIRA
2 21 (47.73%) Git (software)
3 15 (34.09%) Babel
3 15 (34.09%) webpack
4 13 (29.55%) Jenkins
5 11 (25.00%) GitLab
5 11 (25.00%) Octopus Deploy
5 11 (25.00%) TestRail
6 1 (2.27%) DBeaver
General
1 20 (45.45%) Social Skills
2 15 (34.09%) Wearables
3 11 (25.00%) Analytical Skills
3 11 (25.00%) Inclusion and Diversity
4 1 (2.27%) Finance
4 1 (2.27%) German Language
4 1 (2.27%) Indonesian Language
4 1 (2.27%) Portuguese Language
4 1 (2.27%) Retail
4 1 (2.27%) Spanish Language
Job Titles
1 33 (75.00%) Developer
2 15 (34.09%) JavaScript Developer
2 15 (34.09%) React Developer
2 15 (34.09%) Software Developer
3 14 (31.82%) Python Developer
4 11 (25.00%) Lead Developer
4 11 (25.00%) Lead Software Developer
5 5 (11.36%) Data Engineer
6 3 (6.82%) Python Engineer
7 2 (4.55%) Senior Developer
7 2 (4.55%) Senior Software Developer
8 1 (2.27%) Data Scientist
8 1 (2.27%) Junior
8 1 (2.27%) Junior Data Engineer
8 1 (2.27%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 38 (86.36%) NumPy
2 26 (59.09%) RESTful
3 18 (40.91%) TensorFlow
4 15 (34.09%) D3.js
4 15 (34.09%) Keras
4 15 (34.09%) React
4 15 (34.09%) React Native
4 15 (34.09%) REST
5 13 (29.55%) Dask
5 13 (29.55%) PyQt
5 13 (29.55%) pytest
5 13 (29.55%) Tkinter
6 11 (25.00%) Software Packaging
6 11 (25.00%) Sphinx
6 11 (25.00%) Web Services
7 10 (22.73%) Flask
8 8 (18.18%) Django
9 4 (9.09%) CSS
9 4 (9.09%) HTML
9 4 (9.09%) jQuery
Miscellaneous
1 18 (40.91%) Algorithms
2 15 (34.09%) 3D Graphics
2 15 (34.09%) User Experience
3 11 (25.00%) Life Science
4 4 (9.09%) Blog
5 2 (4.55%) LIMS
5 2 (4.55%) Management Information System
Operating Systems
1 15 (34.09%) Android
1 15 (34.09%) Apple iOS
2 11 (25.00%) Linux
2 11 (25.00%) Mac OS
2 11 (25.00%) Unix
Processes & Methodologies
1 27 (61.36%) Data Science
2 26 (59.09%) Problem-Solving
3 19 (43.18%) Agile Software Development
3 19 (43.18%) Business Intelligence
4 18 (40.91%) Machine Learning
5 17 (38.64%) Artificial Intelligence
6 15 (34.09%) Android Development
6 15 (34.09%) Data Analysis
6 15 (34.09%) Front End Development
6 15 (34.09%) iOS Development
6 15 (34.09%) Product Management
6 15 (34.09%) Project Management
6 15 (34.09%) Responsive Web Design
6 15 (34.09%) TDD
6 15 (34.09%) Translating Business Requirements
6 15 (34.09%) Web Design
7 13 (29.55%) Software Engineering
7 13 (29.55%) Visualisation
8 11 (25.00%) Data Modelling
8 11 (25.00%) Scrum
Programming Languages
1 44 (100.00%) Python
2 28 (63.64%) SQL
3 22 (50.00%) JavaScript
4 11 (25.00%) Bash Shell
5 1 (2.27%) Ruby
Qualifications
1 8 (18.18%) Degree
2 1 (2.27%) Numerate Degree
Quality Assurance & Compliance
1 11 (25.00%) QA
2 2 (4.55%) Data Quality
System Software
1 17 (38.64%) Docker
2 15 (34.09%) Firmware
Systems Management
1 15 (34.09%) Kubernetes
2 11 (25.00%) Ansible
Vendors
1 11 (25.00%) YouTube
2 2 (4.55%) Salesforce.com
3 1 (2.27%) Microsoft