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

6 months to
3 May 2024
Same period 2023 Same period 2022
Rank 487 595 574
Rank change year-on-year +108 -21 +92
Permanent jobs citing Pandas 476 430 869
As % of all permanent jobs advertised in the UK 0.48% 0.41% 0.56%
As % of the Libraries, Frameworks & Software Standards category 2.26% 1.38% 1.37%
Number of salaries quoted 341 314 422
10th Percentile £55,140 £48,750 £50,000
25th Percentile £72,500 £61,250 £63,750
Median annual salary (50th Percentile) £115,000 £82,500 £81,250
Median % change year-on-year +39.39% +1.54% +16.07%
75th Percentile £142,500 £105,000 £112,813
90th Percentile £165,000 £140,000 £127,500
UK excluding London median annual salary £70,576 £59,549 £65,000
% change year-on-year +18.52% -8.39% +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 21,080 31,272 63,382
As % of all permanent jobs advertised in the UK 21.38% 30.13% 40.50%
Number of salaries quoted 15,747 19,246 30,345
10th Percentile £36,250 £41,117 £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 £79,500 £87,500 £82,500
90th Percentile £100,000 £105,000 £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 3 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 3 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 +85 401 £115,000 +39.39% 100
London +143 337 £132,500 +51.43% 67
Work from Home +139 296 £135,000 +63.64% 54
UK excluding London +17 127 £70,576 +18.52% 33
Scotland -2 68 £70,576 - 1
South West -24 27 £65,000 +9.99% 5
North of England +53 14 £70,576 +34.43% 5
Midlands +4 10 £73,000 +39.05% 8
Yorkshire - 9 £70,576 - 1
West Midlands +4 6 £73,000 +39.05% 6
South East -25 6 £78,750 +5.00% 7
North West 0 4 £52,500 -14.29% 3
East Midlands -2 4 - - 2
East of England +8 2 £80,001 +6.67% 7
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
1 219 (46.01%) Apache Airflow
2 206 (43.28%) Apache
3 25 (5.25%) Apache Spark
4 7 (1.47%) SAS
5 2 (0.42%) Luigi
6 1 (0.21%) Jupyter
Applications
1 4 (0.84%) Microsoft Excel
2 2 (0.42%) InDesign
3 1 (0.21%) Spreadsheet
Business Applications
1 1 (0.21%) Data Workbench
Cloud Services
1 281 (59.03%) AWS
2 200 (42.02%) dbt
3 169 (35.50%) Snowflake
4 144 (30.25%) GCP
5 51 (10.71%) Azure
6 20 (4.20%) Serverless
7 17 (3.57%) Amazon S3
8 14 (2.94%) AWS Lambda
8 14 (2.94%) GitHub
9 10 (2.10%) Amazon SageMaker
9 10 (2.10%) Power Platform
10 7 (1.47%) Amazon EMR
11 6 (1.26%) AWS CloudFormation
11 6 (1.26%) SaaS
12 5 (1.05%) Amazon ECS
12 5 (1.05%) Amazon Kinesis
12 5 (1.05%) Amazon SQS
12 5 (1.05%) AWS CodePipeline
12 5 (1.05%) Azure Data Factory
12 5 (1.05%) Azure DevOps
Communications & Networking
1 3 (0.63%) FTP
2 1 (0.21%) DNS
2 1 (0.21%) Ethernet
2 1 (0.21%) Internet
2 1 (0.21%) RS-232
2 1 (0.21%) TCP/IP
2 1 (0.21%) VPN
Database & Business Intelligence
1 191 (40.13%) Amazon Athena
1 191 (40.13%) Apache Arrow
2 187 (39.29%) Apache Ignite
2 187 (39.29%) Dremio
3 173 (36.34%) Data Lake
4 79 (16.60%) NoSQL
5 50 (10.50%) Tableau
6 23 (4.83%) Data Warehouse
7 19 (3.99%) Big Data
8 16 (3.36%) Amazon Redshift
9 15 (3.15%) PostgreSQL
10 11 (2.31%) QlikView
11 10 (2.10%) Power BI
12 9 (1.89%) Delta Lake
13 7 (1.47%) Relational Database
13 7 (1.47%) SQL Server
14 6 (1.26%) BigQuery
14 6 (1.26%) DynamoDB
14 6 (1.26%) MongoDB
14 6 (1.26%) Star Schema
Development Applications
1 48 (10.08%) Git
2 4 (0.84%) GitLab
2 4 (0.84%) Gradle
3 3 (0.63%) JIRA
3 3 (0.63%) Octopus Deploy
4 2 (0.42%) CircleCI
4 2 (0.42%) Jenkins
General
1 334 (70.17%) Finance
2 208 (43.70%) Front Office
3 198 (41.60%) Banking
4 178 (37.39%) Investment Banking
5 75 (15.76%) Social Skills
6 73 (15.34%) Inclusion and Diversity
7 70 (14.71%) Law
8 67 (14.08%) Marketing
9 60 (12.61%) Financial Institution
10 30 (6.30%) Analytical Skills
11 14 (2.94%) Back Office
12 8 (1.68%) Legal
12 8 (1.68%) Public Sector
13 3 (0.63%) Presentation Skills
14 2 (0.42%) Publishing
15 1 (0.21%) Influencing Skills
15 1 (0.21%) Pharmaceutical
15 1 (0.21%) Retail
Job Titles
1 146 (30.67%) Senior
2 132 (27.73%) Software Engineer
3 117 (24.58%) Developer
4 101 (21.22%) Lead
5 96 (20.17%) Python Engineer
6 88 (18.49%) Python Software Engineer
7 83 (17.44%) Python Developer
8 81 (17.02%) Data Scientist
9 73 (15.34%) Developer/Software Engineer
10 71 (14.92%) AWS Engineer
11 69 (14.50%) AWS Software Engineer
12 64 (13.45%) Senior Software Engineer
13 60 (12.61%) Senior Data Scientist
14 59 (12.39%) Engineering Manager
14 59 (12.39%) Software Engineering Manager
15 57 (11.97%) Java Engineer
15 57 (11.97%) Java Software Engineer
16 55 (11.55%) Software Developer
17 47 (9.87%) Data Engineer
18 42 (8.82%) Lead Developer
Libraries, Frameworks & Software Standards
1 320 (67.23%) NumPy
2 199 (41.81%) gRPC
2 199 (41.81%) Protocol Buffers
3 194 (40.76%) SciPy
4 54 (11.34%) scikit-learn
5 50 (10.50%) TensorFlow
6 49 (10.29%) PySpark
7 36 (7.56%) React
8 32 (6.72%) AngularJS
9 22 (4.62%) PyTorch
9 22 (4.62%) Vue
10 18 (3.78%) Flask
11 16 (3.36%) FastAPI
12 15 (3.15%) XGBoost
13 12 (2.52%) .NET
13 12 (2.52%) Material-UI
14 10 (2.10%) Node.js
14 10 (2.10%) Redux
15 9 (1.89%) SpaCy
15 9 (1.89%) SQLAlchemy
Miscellaneous
1 200 (42.02%) Fixed Income
2 186 (39.08%) Derivative
2 186 (39.08%) Foreign Exchange (FX)
3 184 (38.66%) Equities
4 183 (38.45%) Hedge funds
5 59 (12.39%) Cloud Native
5 59 (12.39%) Market Risk
6 53 (11.13%) Algorithms
7 25 (5.25%) Data Structures
8 22 (4.62%) Pricing Data
9 4 (0.84%) Reinsurance
10 3 (0.63%) Product Ownership
10 3 (0.63%) Renewable Energy
11 2 (0.42%) Cybercrime
11 2 (0.42%) Distributed Computing
12 1 (0.21%) Enterprise Software
12 1 (0.21%) IoT
12 1 (0.21%) iPad
12 1 (0.21%) Self-Motivation
12 1 (0.21%) Smart Home
Operating Systems
1 16 (3.36%) Linux
2 2 (0.42%) Unix
3 1 (0.21%) Embedded Linux
Processes & Methodologies
1 296 (62.18%) Agile
2 291 (61.13%) Software Engineering
3 201 (42.23%) Asset Management
4 168 (35.29%) Investment Management
5 128 (26.89%) Data Science
6 124 (26.05%) Machine Learning
7 120 (25.21%) Mathematics
8 95 (19.96%) Computer Science
9 93 (19.54%) Analytics
10 84 (17.65%) Artificial Intelligence
11 82 (17.23%) CI/CD
12 74 (15.55%) Visualisation
13 72 (15.13%) Line Management
14 71 (14.92%) Natural Language Processing
15 68 (14.29%) Greeks
16 64 (13.45%) Decision-Making
17 63 (13.24%) SDLC
18 62 (13.03%) Continuous Delivery
19 56 (11.76%) Statistics
20 53 (11.13%) Data Pipeline
Programming Languages
1 476 (100.00%) Python
2 208 (43.70%) SQL
3 204 (42.86%) JavaScript
4 195 (40.97%) TypeScript
5 178 (37.39%) Java
6 17 (3.57%) Scala
7 16 (3.36%) C#
8 13 (2.73%) Ruby
9 8 (1.68%) R
10 7 (1.47%) VB
11 6 (1.26%) Bash
11 6 (1.26%) Shell Script
12 3 (0.63%) C++
12 3 (0.63%) Clojure
12 3 (0.63%) Groovy
12 3 (0.63%) MATLAB
12 3 (0.63%) VBA
13 2 (0.42%) C
14 1 (0.21%) Data Analysis Expressions
14 1 (0.21%) Rust
Qualifications
1 82 (17.23%) Degree
2 48 (10.08%) Master's Degree
3 35 (7.35%) DBS Check
4 16 (3.36%) Computer Science Degree
5 7 (1.47%) PhD
6 4 (0.84%) Security Cleared
7 2 (0.42%) Numerate Degree
8 1 (0.21%) DV Cleared
8 1 (0.21%) SC Cleared
Quality Assurance & Compliance
1 72 (15.13%) Data Quality
2 6 (1.26%) QA
3 3 (0.63%) MiFID
4 2 (0.42%) Accessibility
System Software
1 32 (6.72%) Docker
Systems Management
1 18 (3.78%) Kubernetes
2 7 (1.47%) Terraform
3 1 (0.21%) Kibana
3 1 (0.21%) logstash
Vendors
1 44 (9.24%) Databricks
2 11 (2.31%) Google
3 8 (1.68%) Splunk
4 7 (1.47%) Alteryx
4 7 (1.47%) Atlassian
4 7 (1.47%) Dataiku
4 7 (1.47%) IBM
5 4 (0.84%) Microsoft
6 3 (0.63%) Bloomberg
6 3 (0.63%) Reuters
6 3 (0.63%) SnapLogic
7 2 (0.42%) Adobe
7 2 (0.42%) Calypso
7 2 (0.42%) Sage
8 1 (0.21%) Hitachi
8 1 (0.21%) Oracle
8 1 (0.21%) SAP
8 1 (0.21%) Vertica