Pandas
UK

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 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
20 May 2024
Same period 2023 Same period 2022
Rank 445 610 551
Rank change year-on-year +165 -59 +133
Permanent jobs citing Pandas 543 399 954
As % of all permanent jobs advertised in the UK 0.54% 0.40% 0.59%
As % of the Libraries, Frameworks & Software Standards category 2.57% 1.33% 1.43%
Number of salaries quoted 396 294 427
10th Percentile £60,000 £46,250 £50,000
25th Percentile £85,000 £63,750 £62,500
Median annual salary (50th Percentile) £115,000 £85,000 £87,500
Median % change year-on-year +35.29% -2.86% +25.00%
75th Percentile £148,750 £110,000 £120,000
90th Percentile £165,000 £140,000 £127,500
UK excluding London median annual salary £70,576 £61,250 £65,000
% change year-on-year +15.23% -5.77% +23.81%

All Software Libraries and Frameworks
UK

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.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 21,099 30,098 66,714
As % of all permanent jobs advertised in the UK 21.12% 30.26% 40.98%
Number of salaries quoted 15,738 18,568 30,087
10th Percentile £36,250 £40,853 £37,500
25th Percentile £45,000 £50,939 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £63,750
Median % change year-on-year -11.11% +5.88% +15.91%
75th Percentile £78,750 £87,500 £82,500
90th Percentile £100,000 £106,250 £100,000
UK excluding London median annual salary £55,000 £57,500 £55,000
% change year-on-year -4.35% +4.55% +10.00%

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 May 2024.

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 20 May 2024. 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 +145 469 £115,000 +35.29% 126
London +186 405 £135,000 +50.00% 99
Work from Home +205 372 £135,000 +58.82% 52
UK excluding London -1 129 £70,576 +15.23% 50
Scotland -2 67 £70,576 -8.93% 4
South West -13 29 £65,000 +18.31% 5
North of England +41 13 £70,576 +34.43% 5
Midlands -14 12 £73,000 +39.05% 8
West Midlands +3 8 £73,000 +39.05% 6
Yorkshire - 8 £77,788 - 3
South East -27 6 £78,750 +12.50% 23
North West -4 4 £52,500 -14.29% 2
East Midlands -15 4 - - 2
East of England -3 2 £80,001 +6.67% 5
North East -1 1 £75,000 +150.00%

Pandas
Co-occurring Skills and Capabilities by Category

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

Application Platforms
1 280 (51.57%) Apache Airflow
2 269 (49.54%) Apache
3 25 (4.60%) Apache Spark
4 7 (1.29%) SAS
5 4 (0.74%) Luigi
6 1 (0.18%) Jupyter
Applications
1 4 (0.74%) Microsoft Excel
2 2 (0.37%) InDesign
3 1 (0.18%) Spreadsheet
Business Applications
1 1 (0.18%) Data Workbench
Cloud Services
1 342 (62.98%) AWS
2 261 (48.07%) dbt
3 232 (42.73%) Snowflake
4 169 (31.12%) GCP
5 52 (9.58%) Azure
6 20 (3.68%) Serverless
7 15 (2.76%) Amazon S3
8 14 (2.58%) AWS Lambda
8 14 (2.58%) GitHub
9 9 (1.66%) Amazon ECS
9 9 (1.66%) Amazon SageMaker
9 9 (1.66%) Power Platform
10 7 (1.29%) Amazon EMR
11 6 (1.10%) Amazon SQS
11 6 (1.10%) AWS CloudFormation
11 6 (1.10%) Azure Data Factory
11 6 (1.10%) Azure DevOps
11 6 (1.10%) Cloud Computing
11 6 (1.10%) SaaS
12 5 (0.92%) AWS CodePipeline
Communications & Networking
1 4 (0.74%) FTP
2 1 (0.18%) DNS
2 1 (0.18%) Ethernet
2 1 (0.18%) Internet
2 1 (0.18%) RS-232
2 1 (0.18%) TCP/IP
2 1 (0.18%) VPN
Database & Business Intelligence
1 255 (46.96%) Apache Arrow
2 253 (46.59%) Amazon Athena
3 251 (46.22%) Apache Ignite
3 251 (46.22%) Dremio
4 233 (42.91%) Data Lake
5 78 (14.36%) NoSQL
6 58 (10.68%) Tableau
7 21 (3.87%) Data Warehouse
8 19 (3.50%) Big Data
9 17 (3.13%) PostgreSQL
10 16 (2.95%) Amazon Redshift
11 10 (1.84%) Delta Lake
12 9 (1.66%) Power BI
12 9 (1.66%) QlikView
13 8 (1.47%) DynamoDB
13 8 (1.47%) SQL Server
14 7 (1.29%) MongoDB
14 7 (1.29%) Relational Database
15 6 (1.10%) Star Schema
16 5 (0.92%) Data Vault
Development Applications
1 60 (11.05%) Git
2 4 (0.74%) GitLab
2 4 (0.74%) Gradle
3 3 (0.55%) Cypress.io
3 3 (0.55%) JIRA
3 3 (0.55%) Octopus Deploy
4 2 (0.37%) CircleCI
4 2 (0.37%) Jenkins
5 1 (0.18%) webpack
General
1 403 (74.22%) Finance
2 271 (49.91%) Front Office
3 257 (47.33%) Banking
4 238 (43.83%) Investment Banking
5 84 (15.47%) Social Skills
6 74 (13.63%) Law
7 73 (13.44%) Inclusion and Diversity
8 68 (12.52%) Marketing
9 60 (11.05%) Financial Institution
10 28 (5.16%) Analytical Skills
11 14 (2.58%) Back Office
12 8 (1.47%) Legal
13 6 (1.10%) Public Sector
14 3 (0.55%) Presentation Skills
15 2 (0.37%) Publishing
16 1 (0.18%) Influencing Skills
16 1 (0.18%) Retail
Job Titles
1 179 (32.97%) Senior
2 176 (32.41%) Software Engineer
3 131 (24.13%) Developer
4 126 (23.20%) Python Engineer
5 124 (22.84%) Lead
6 118 (21.73%) Python Software Engineer
7 99 (18.23%) AWS Engineer
8 97 (17.86%) AWS Software Engineer
9 91 (16.76%) Data Scientist
9 91 (16.76%) Python Developer
10 89 (16.39%) Developer/Software Engineer
10 89 (16.39%) Senior Software Engineer
11 81 (14.92%) Java Engineer
11 81 (14.92%) Java Software Engineer
12 72 (13.26%) Senior Data Scientist
13 67 (12.34%) Software Developer
14 59 (10.87%) Engineering Manager
14 59 (10.87%) Software Engineering Manager
15 54 (9.94%) Lead Developer
15 54 (9.94%) Team Leader
Libraries, Frameworks & Software Standards
1 379 (69.80%) NumPy
2 263 (48.43%) gRPC
2 263 (48.43%) Protocol Buffers
3 257 (47.33%) SciPy
4 64 (11.79%) scikit-learn
5 60 (11.05%) PySpark
6 59 (10.87%) TensorFlow
7 45 (8.29%) React
8 38 (7.00%) AngularJS
9 26 (4.79%) Vue
10 19 (3.50%) PyTorch
11 18 (3.31%) Flask
12 17 (3.13%) Node.js
12 17 (3.13%) Redux
13 16 (2.95%) FastAPI
14 15 (2.76%) Material-UI
15 14 (2.58%) XGBoost
16 12 (2.21%) .NET
17 9 (1.66%) REST
17 9 (1.66%) SQLAlchemy
Miscellaneous
1 264 (48.62%) Fixed Income
2 246 (45.30%) Derivative
2 246 (45.30%) Equities
3 243 (44.75%) Foreign Exchange (FX)
3 243 (44.75%) Hedge funds
4 60 (11.05%) Algorithms
5 59 (10.87%) Cloud Native
5 59 (10.87%) Market Risk
6 34 (6.26%) Pricing Data
7 24 (4.42%) Data Structures
8 6 (1.10%) Reinsurance
9 4 (0.74%) Product Ownership
10 2 (0.37%) Cybercrime
10 2 (0.37%) Distributed Computing
10 2 (0.37%) Renewable Energy
10 2 (0.37%) Self-Motivation
11 1 (0.18%) Enterprise Software
11 1 (0.18%) IoT
11 1 (0.18%) iPad
11 1 (0.18%) Team-Oriented Environment
Operating Systems
1 16 (2.95%) Linux
2 2 (0.37%) Unix
3 1 (0.18%) Embedded Linux
Processes & Methodologies
1 363 (66.85%) Agile
2 357 (65.75%) Software Engineering
3 270 (49.72%) Asset Management
4 214 (39.41%) Investment Management
5 134 (24.68%) Machine Learning
6 133 (24.49%) Data Science
7 129 (23.76%) Mathematics
8 96 (17.68%) Line Management
9 94 (17.31%) Computer Science
10 92 (16.94%) Artificial Intelligence
10 92 (16.94%) Greeks
11 88 (16.21%) Analytics
12 83 (15.29%) CI/CD
13 82 (15.10%) Natural Language Processing
14 79 (14.55%) Visualisation
15 72 (13.26%) Decision-Making
16 67 (12.34%) Statistics
17 63 (11.60%) Continuous Delivery
17 63 (11.60%) SDLC
18 58 (10.68%) Customer Experience
Programming Languages
1 543 (100.00%) Python
2 272 (50.09%) JavaScript
3 263 (48.43%) TypeScript
4 240 (44.20%) Java
5 218 (40.15%) SQL
6 18 (3.31%) Scala
7 15 (2.76%) C#
8 13 (2.39%) Ruby
9 6 (1.10%) Bash
9 6 (1.10%) R
9 6 (1.10%) Shell Script
9 6 (1.10%) VB
10 4 (0.74%) Clojure
10 4 (0.74%) Groovy
11 3 (0.55%) C++
11 3 (0.55%) VBA
12 2 (0.37%) C
12 2 (0.37%) MATLAB
13 1 (0.18%) Data Analysis Expressions
13 1 (0.18%) Rust
Qualifications
1 91 (16.76%) Degree
2 55 (10.13%) Master's Degree
3 45 (8.29%) DBS Check
4 16 (2.95%) Computer Science Degree
5 7 (1.29%) PhD
6 4 (0.74%) Security Cleared
7 2 (0.37%) Numerate Degree
8 1 (0.18%) DV Cleared
8 1 (0.18%) SC Cleared
Quality Assurance & Compliance
1 96 (17.68%) Data Quality
2 7 (1.29%) QA
3 4 (0.74%) MiFID
4 2 (0.37%) Accessibility
System Software
1 27 (4.97%) Docker
Systems Management
1 18 (3.31%) Kubernetes
2 6 (1.10%) Terraform
3 1 (0.18%) Kibana
3 1 (0.18%) logstash
Vendors
1 57 (10.50%) Databricks
2 11 (2.03%) Google
3 7 (1.29%) Alteryx
3 7 (1.29%) Dataiku
3 7 (1.29%) IBM
4 6 (1.10%) Atlassian
4 6 (1.10%) Splunk
5 5 (0.92%) Microsoft
6 4 (0.74%) Bloomberg
6 4 (0.74%) Reuters
7 3 (0.55%) SnapLogic
8 2 (0.37%) Adobe
8 2 (0.37%) Calypso
8 2 (0.37%) Sage
9 1 (0.18%) Hitachi
9 1 (0.18%) Oracle
9 1 (0.18%) SAP
9 1 (0.18%) Vertica