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

6 months to
9 May 2024
Same period 2023 Same period 2022
Rank 463 605 558
Rank change year-on-year +142 -47 +119
Permanent jobs citing Pandas 509 408 901
As % of all permanent jobs advertised in the UK 0.51% 0.40% 0.57%
As % of the Libraries, Frameworks & Software Standards category 2.42% 1.34% 1.41%
Number of salaries quoted 366 299 420
10th Percentile £57,500 £48,750 £50,000
25th Percentile £80,875 £62,500 £63,750
Median annual salary (50th Percentile) £115,000 £85,000 £83,750
Median % change year-on-year +35.29% +1.49% +19.64%
75th Percentile £143,750 £108,750 £111,875
90th Percentile £165,000 £140,000 £127,500
UK excluding London median annual salary £70,576 £62,500 £65,000
% change year-on-year +12.92% -3.85% +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 21,062 30,550 63,922
As % of all permanent jobs advertised in the UK 21.25% 30.15% 40.74%
Number of salaries quoted 15,764 18,827 29,914
10th Percentile £36,250 £40,750 £37,500
25th Percentile £45,000 £50,000 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £62,500
Median % change year-on-year -11.11% +8.00% +13.64%
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 9 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 9 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 +137 434 £115,000 +35.29% 101
London +154 368 £132,500 +51.43% 70
Work from Home +165 333 £135,000 +63.64% 60
UK excluding London +16 130 £70,576 +12.92% 32
Scotland -1 68 £70,576 - 1
South West -18 29 £65,000 +9.99% 7
North of England +58 14 £70,576 +34.43% 4
Midlands -18 11 £73,000 +39.05% 8
Yorkshire - 9 £70,576 - 1
West Midlands +1 7 £73,000 +39.05% 6
South East -34 6 £78,750 +5.00% 5
North West +9 4 £52,500 -14.29% 2
East Midlands -13 4 - - 2
East of England +13 2 £80,001 +6.67% 6
North East -4 1 £75,000 +150.00% 1

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
1 247 (48.53%) Apache Airflow
2 233 (45.78%) Apache
3 26 (5.11%) Apache Spark
4 7 (1.38%) SAS
5 4 (0.79%) Luigi
6 1 (0.20%) Jupyter
Applications
1 4 (0.79%) Microsoft Excel
2 2 (0.39%) InDesign
3 1 (0.20%) Spreadsheet
Business Applications
1 1 (0.20%) Data Workbench
Cloud Services
1 309 (60.71%) AWS
2 226 (44.40%) dbt
3 198 (38.90%) Snowflake
4 155 (30.45%) GCP
5 52 (10.22%) Azure
6 17 (3.34%) Serverless
7 15 (2.95%) Amazon S3
8 14 (2.75%) GitHub
9 12 (2.36%) AWS Lambda
10 10 (1.96%) Power Platform
11 9 (1.77%) Amazon SageMaker
12 8 (1.57%) Amazon ECS
13 7 (1.38%) Amazon EMR
14 6 (1.18%) AWS CloudFormation
14 6 (1.18%) Cloud Computing
14 6 (1.18%) SaaS
15 5 (0.98%) AWS CodePipeline
15 5 (0.98%) Azure Data Factory
15 5 (0.98%) Azure DevOps
15 5 (0.98%) WhatsApp
Communications & Networking
1 4 (0.79%) FTP
2 1 (0.20%) DNS
2 1 (0.20%) Ethernet
2 1 (0.20%) Internet
2 1 (0.20%) RS-232
2 1 (0.20%) TCP/IP
2 1 (0.20%) VPN
Database & Business Intelligence
1 219 (43.03%) Apache Arrow
2 217 (42.63%) Amazon Athena
3 215 (42.24%) Apache Ignite
3 215 (42.24%) Dremio
4 199 (39.10%) Data Lake
5 77 (15.13%) NoSQL
6 54 (10.61%) Tableau
7 23 (4.52%) Data Warehouse
8 20 (3.93%) Big Data
9 18 (3.54%) PostgreSQL
10 16 (3.14%) Amazon Redshift
11 10 (1.96%) Delta Lake
11 10 (1.96%) Power BI
11 10 (1.96%) QlikView
12 8 (1.57%) DynamoDB
12 8 (1.57%) SQL Server
13 7 (1.38%) MongoDB
13 7 (1.38%) Relational Database
14 6 (1.18%) Metadata
14 6 (1.18%) Star Schema
Development Applications
1 54 (10.61%) Git
2 4 (0.79%) GitLab
2 4 (0.79%) Gradle
3 3 (0.59%) Cypress.io
3 3 (0.59%) JIRA
3 3 (0.59%) Octopus Deploy
4 2 (0.39%) CircleCI
4 2 (0.39%) Jenkins
5 1 (0.20%) webpack
General
1 367 (72.10%) Finance
2 235 (46.17%) Front Office
3 224 (44.01%) Banking
4 204 (40.08%) Investment Banking
5 81 (15.91%) Social Skills
6 75 (14.73%) Inclusion and Diversity
7 73 (14.34%) Law
8 67 (13.16%) Marketing
9 60 (11.79%) Financial Institution
10 31 (6.09%) Analytical Skills
11 14 (2.75%) Back Office
12 8 (1.57%) Legal
13 7 (1.38%) Public Sector
14 3 (0.59%) Presentation Skills
15 2 (0.39%) Publishing
16 1 (0.20%) Influencing Skills
16 1 (0.20%) Pharmaceutical
16 1 (0.20%) Retail
Job Titles
1 163 (32.02%) Senior
2 153 (30.06%) Software Engineer
3 123 (24.17%) Developer
4 110 (21.61%) Lead
5 109 (21.41%) Python Engineer
6 102 (20.04%) Python Software Engineer
7 88 (17.29%) Data Scientist
8 87 (17.09%) Python Developer
9 85 (16.70%) AWS Engineer
10 83 (16.31%) AWS Software Engineer
11 79 (15.52%) Developer/Software Engineer
12 78 (15.32%) Senior Software Engineer
13 68 (13.36%) Java Engineer
13 68 (13.36%) Java Software Engineer
14 66 (12.97%) Senior Data Scientist
15 59 (11.59%) Engineering Manager
15 59 (11.59%) Software Developer
15 59 (11.59%) Software Engineering Manager
16 46 (9.04%) Lead Developer
16 46 (9.04%) Team Leader
Libraries, Frameworks & Software Standards
1 348 (68.37%) NumPy
2 227 (44.60%) gRPC
2 227 (44.60%) Protocol Buffers
3 222 (43.61%) SciPy
4 60 (11.79%) scikit-learn
5 56 (11.00%) TensorFlow
6 55 (10.81%) PySpark
7 43 (8.45%) React
8 36 (7.07%) AngularJS
9 24 (4.72%) Vue
10 22 (4.32%) PyTorch
11 20 (3.93%) Flask
12 16 (3.14%) FastAPI
13 15 (2.95%) Material-UI
13 15 (2.95%) Node.js
13 15 (2.95%) Redux
13 15 (2.95%) XGBoost
14 13 (2.55%) .NET
15 11 (2.16%) SQLAlchemy
16 9 (1.77%) SpaCy
Miscellaneous
1 228 (44.79%) Fixed Income
2 213 (41.85%) Derivative
2 213 (41.85%) Equities
3 210 (41.26%) Foreign Exchange (FX)
3 210 (41.26%) Hedge funds
4 59 (11.59%) Cloud Native
4 59 (11.59%) Market Risk
5 58 (11.39%) Algorithms
6 28 (5.50%) Pricing Data
7 25 (4.91%) Data Structures
8 6 (1.18%) Reinsurance
9 3 (0.59%) Product Ownership
9 3 (0.59%) Renewable Energy
10 2 (0.39%) Cybercrime
10 2 (0.39%) Distributed Computing
10 2 (0.39%) Self-Motivation
11 1 (0.20%) Credit Risk
11 1 (0.20%) IoT
11 1 (0.20%) Smart Home
11 1 (0.20%) Team-Oriented Environment
Operating Systems
1 17 (3.34%) Linux
2 2 (0.39%) Unix
3 1 (0.20%) Embedded Linux
Processes & Methodologies
1 327 (64.24%) Agile
2 321 (63.06%) Software Engineering
3 234 (45.97%) Asset Management
4 192 (37.72%) Investment Management
5 133 (26.13%) Data Science
6 131 (25.74%) Machine Learning
7 126 (24.75%) Mathematics
8 95 (18.66%) Computer Science
9 91 (17.88%) Analytics
10 90 (17.68%) Artificial Intelligence
11 82 (16.11%) CI/CD
12 80 (15.72%) Greeks
12 80 (15.72%) Line Management
13 78 (15.32%) Visualisation
14 77 (15.13%) Natural Language Processing
15 68 (13.36%) Decision-Making
16 63 (12.38%) Continuous Delivery
16 63 (12.38%) SDLC
17 62 (12.18%) Statistics
18 53 (10.41%) Customer Experience
Programming Languages
1 509 (100.00%) Python
2 236 (46.37%) JavaScript
3 227 (44.60%) TypeScript
4 217 (42.63%) SQL
5 206 (40.47%) Java
6 18 (3.54%) Scala
7 16 (3.14%) C#
8 13 (2.55%) Ruby
9 7 (1.38%) R
9 7 (1.38%) VB
10 6 (1.18%) Bash
10 6 (1.18%) Shell Script
11 4 (0.79%) Clojure
11 4 (0.79%) Groovy
12 3 (0.59%) C++
12 3 (0.59%) VBA
13 2 (0.39%) C
13 2 (0.39%) MATLAB
14 1 (0.20%) Data Analysis Expressions
14 1 (0.20%) Gremlin
Qualifications
1 88 (17.29%) Degree
2 52 (10.22%) Master's Degree
3 40 (7.86%) DBS Check
4 16 (3.14%) Computer Science Degree
5 8 (1.57%) PhD
6 4 (0.79%) Security Cleared
7 2 (0.39%) Numerate Degree
8 1 (0.20%) DV Cleared
8 1 (0.20%) SC Cleared
Quality Assurance & Compliance
1 84 (16.50%) Data Quality
2 6 (1.18%) QA
3 4 (0.79%) MiFID
4 2 (0.39%) Accessibility
System Software
1 30 (5.89%) Docker
Systems Management
1 18 (3.54%) Kubernetes
2 6 (1.18%) Terraform
3 1 (0.20%) Kibana
3 1 (0.20%) logstash
Vendors
1 52 (10.22%) Databricks
2 12 (2.36%) Google
3 7 (1.38%) Alteryx
3 7 (1.38%) Atlassian
3 7 (1.38%) Dataiku
3 7 (1.38%) IBM
3 7 (1.38%) Splunk
4 5 (0.98%) Microsoft
5 4 (0.79%) Bloomberg
5 4 (0.79%) Reuters
6 3 (0.59%) SnapLogic
7 2 (0.39%) Adobe
7 2 (0.39%) Calypso
7 2 (0.39%) Sage
8 1 (0.20%) Hitachi
8 1 (0.20%) Oracle
8 1 (0.20%) SAP
8 1 (0.20%) Vertica