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

6 months to
1 Jun 2024
Same period 2023 Same period 2022
Rank 432 609 549
Rank change year-on-year +177 -60 +124
Permanent jobs citing Pandas 597 365 1,012
As % of all permanent jobs advertised in the UK 0.57% 0.39% 0.60%
As % of the Libraries, Frameworks & Software Standards category 2.77% 1.32% 1.44%
Number of salaries quoted 450 271 427
10th Percentile £62,300 £46,250 £50,000
25th Percentile £85,000 £60,000 £62,500
Median annual salary (50th Percentile) £115,000 £82,500 £87,500
Median % change year-on-year +39.39% -5.71% +25.00%
75th Percentile £148,750 £112,500 £120,000
90th Percentile £165,000 £140,000 £127,500
UK excluding London median annual salary £70,576 £58,750 £65,000
% change year-on-year +20.13% -9.62% +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 21,541 27,618 70,092
As % of all permanent jobs advertised in the UK 20.52% 29.18% 41.54%
Number of salaries quoted 16,014 17,838 29,844
10th Percentile £36,250 £40,500 £37,500
25th Percentile £45,000 £50,000 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £64,500
Median % change year-on-year -11.11% +4.65% +17.27%
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 1 June 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 1 June 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 +163 525 £115,000 +35.29% 91
London +227 457 £132,500 +43.76% 72
Work from Home +217 429 £132,500 +60.61% 26
UK excluding London -22 131 £70,576 +20.13% 17
Scotland -5 65 £70,576 -8.93% 2
South West -12 32 £65,000 +13.04% 4
North of England +40 14 £70,576 +15.23% 2
Midlands -20 12 £73,000 +39.05% 1
West Midlands -24 8 £73,000 +39.05%
Yorkshire - 8 £77,788 - 1
South East -45 6 £78,750 +12.50% 7
North West -6 5 £45,000 -26.53% 1
East Midlands -15 4 - - 1
East of England -10 2 £80,001 +6.67% 3
North East - 1 £75,000 -

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
1 334 (55.95%) Apache Airflow
2 318 (53.27%) Apache
3 23 (3.85%) Apache Spark
4 7 (1.17%) SAS
5 6 (1.01%) Luigi
6 1 (0.17%) Jupyter
Applications
1 2 (0.34%) InDesign
1 2 (0.34%) Microsoft Excel
Business Applications
1 1 (0.17%) Data Workbench
Cloud Services
1 395 (66.16%) AWS
2 314 (52.60%) dbt
3 278 (46.57%) Snowflake
4 188 (31.49%) GCP
5 57 (9.55%) Azure
6 20 (3.35%) Serverless
7 15 (2.51%) Amazon S3
7 15 (2.51%) AWS Lambda
8 14 (2.35%) GitHub
9 9 (1.51%) Amazon ECS
9 9 (1.51%) Amazon SageMaker
9 9 (1.51%) Power Platform
10 7 (1.17%) Amazon EMR
10 7 (1.17%) Cloud Computing
11 6 (1.01%) Amazon SQS
11 6 (1.01%) AWS CloudFormation
11 6 (1.01%) Dagster
11 6 (1.01%) SaaS
12 5 (0.84%) Azure Data Factory
12 5 (0.84%) Azure DevOps
Communications & Networking
1 4 (0.67%) FTP
2 1 (0.17%) DNS
2 1 (0.17%) Ethernet
2 1 (0.17%) Internet
2 1 (0.17%) RS-232
2 1 (0.17%) TCP/IP
2 1 (0.17%) VPN
Database & Business Intelligence
1 306 (51.26%) Amazon Athena
2 304 (50.92%) Dremio
3 302 (50.59%) Apache Arrow
4 298 (49.92%) Apache Ignite
5 283 (47.40%) Data Lake
6 73 (12.23%) NoSQL
7 58 (9.72%) Tableau
8 20 (3.35%) Big Data
8 20 (3.35%) Data Warehouse
8 20 (3.35%) PostgreSQL
9 16 (2.68%) Amazon Redshift
10 10 (1.68%) Delta Lake
11 9 (1.51%) MongoDB
11 9 (1.51%) Power BI
11 9 (1.51%) QlikView
11 9 (1.51%) Relational Database
12 8 (1.34%) DynamoDB
12 8 (1.34%) SQL Server
13 7 (1.17%) Elasticsearch
13 7 (1.17%) MySQL
Development Applications
1 63 (10.55%) Git
2 4 (0.67%) GitLab
2 4 (0.67%) Gradle
3 3 (0.50%) Cypress.io
3 3 (0.50%) JIRA
3 3 (0.50%) Octopus Deploy
4 2 (0.34%) CircleCI
4 2 (0.34%) Jenkins
5 1 (0.17%) webpack
General
1 453 (75.88%) Finance
2 325 (54.44%) Front Office
3 306 (51.26%) Banking
4 281 (47.07%) Investment Banking
5 91 (15.24%) Social Skills
6 73 (12.23%) Law
7 71 (11.89%) Inclusion and Diversity
8 66 (11.06%) Marketing
9 58 (9.72%) Financial Institution
10 32 (5.36%) Analytical Skills
11 15 (2.51%) Back Office
12 8 (1.34%) Legal
13 6 (1.01%) Public Sector
14 2 (0.34%) Presentation Skills
14 2 (0.34%) Publishing
15 1 (0.17%) Influencing Skills
15 1 (0.17%) Retail
Job Titles
1 207 (34.67%) Software Engineer
2 201 (33.67%) Senior
3 159 (26.63%) Python Engineer
4 142 (23.79%) Python Software Engineer
5 139 (23.28%) Lead
6 138 (23.12%) Developer
7 126 (21.11%) AWS Engineer
8 124 (20.77%) AWS Software Engineer
9 111 (18.59%) Senior Software Engineer
10 101 (16.92%) Java Engineer
10 101 (16.92%) Java Software Engineer
11 97 (16.25%) Python Developer
12 96 (16.08%) Data Scientist
12 96 (16.08%) Developer/Software Engineer
13 73 (12.23%) Senior Data Scientist
14 70 (11.73%) Software Developer
15 62 (10.39%) Senior Java Engineer
15 62 (10.39%) Senior Java Software Engineer
16 61 (10.22%) Technical Leader
17 58 (9.72%) Team Leader
Libraries, Frameworks & Software Standards
1 430 (72.03%) NumPy
2 310 (51.93%) gRPC
2 310 (51.93%) Protocol Buffers
2 310 (51.93%) SciPy
3 69 (11.56%) PySpark
4 67 (11.22%) scikit-learn
5 60 (10.05%) TensorFlow
6 48 (8.04%) React
7 41 (6.87%) AngularJS
8 30 (5.03%) Vue
9 21 (3.52%) Node.js
9 21 (3.52%) Redux
10 19 (3.18%) Flask
10 19 (3.18%) PyTorch
11 16 (2.68%) FastAPI
12 15 (2.51%) Material-UI
13 14 (2.35%) XGBoost
14 10 (1.68%) SQLAlchemy
15 9 (1.51%) .NET
15 9 (1.51%) Django
Miscellaneous
1 312 (52.26%) Fixed Income
2 290 (48.58%) Equities
3 289 (48.41%) Derivative
4 288 (48.24%) Foreign Exchange (FX)
5 286 (47.91%) Hedge funds
6 61 (10.22%) Algorithms
7 57 (9.55%) Cloud Native
7 57 (9.55%) Market Risk
8 46 (7.71%) Pricing Data
9 24 (4.02%) Data Structures
10 8 (1.34%) Reinsurance
11 3 (0.50%) Product Ownership
11 3 (0.50%) Renewable Energy
12 2 (0.34%) Cybercrime
12 2 (0.34%) Distributed Computing
12 2 (0.34%) Self-Motivation
13 1 (0.17%) Credit Risk
13 1 (0.17%) IoT
13 1 (0.17%) Smart Home
13 1 (0.17%) Team-Oriented Environment
Operating Systems
1 14 (2.35%) Linux
2 2 (0.34%) Unix
3 1 (0.17%) Embedded Linux
Processes & Methodologies
1 416 (69.68%) Agile
2 411 (68.84%) Software Engineering
3 325 (54.44%) Asset Management
4 261 (43.72%) Investment Management
5 140 (23.45%) Machine Learning
6 136 (22.78%) Data Science
7 126 (21.11%) Mathematics
8 116 (19.43%) Greeks
9 104 (17.42%) Line Management
10 99 (16.58%) Computer Science
11 94 (15.75%) Analytics
12 92 (15.41%) Artificial Intelligence
13 84 (14.07%) Natural Language Processing
14 81 (13.57%) CI/CD
15 77 (12.90%) Visualisation
16 73 (12.23%) Decision-Making
17 67 (11.22%) Statistics
18 61 (10.22%) Continuous Delivery
18 61 (10.22%) SDLC
19 58 (9.72%) Customer Experience
Programming Languages
1 597 (100.00%) Python
2 320 (53.60%) JavaScript
3 310 (51.93%) TypeScript
4 289 (48.41%) Java
5 213 (35.68%) SQL
6 17 (2.85%) Scala
7 12 (2.01%) C#
7 12 (2.01%) Ruby
8 6 (1.01%) Bash
8 6 (1.01%) R
8 6 (1.01%) Shell Script
9 4 (0.67%) Clojure
9 4 (0.67%) Groovy
9 4 (0.67%) VB
10 3 (0.50%) C++
11 2 (0.34%) C
11 2 (0.34%) MATLAB
11 2 (0.34%) VBA
12 1 (0.17%) Data Analysis Expressions
12 1 (0.17%) Rust
Qualifications
1 98 (16.42%) Degree
2 56 (9.38%) Master's Degree
3 45 (7.54%) DBS Check
4 23 (3.85%) Computer Science Degree
5 7 (1.17%) PhD
6 4 (0.67%) Security Cleared
7 2 (0.34%) Numerate Degree
8 1 (0.17%) DV Cleared
8 1 (0.17%) SC Cleared
Quality Assurance & Compliance
1 123 (20.60%) Data Quality
2 6 (1.01%) QA
3 4 (0.67%) MiFID
4 2 (0.34%) Accessibility
System Software
1 25 (4.19%) Docker
Systems Management
1 19 (3.18%) Kubernetes
2 6 (1.01%) Terraform
3 1 (0.17%) Kibana
3 1 (0.17%) logstash
Vendors
1 60 (10.05%) Databricks
2 13 (2.18%) Google
3 7 (1.17%) Alteryx
3 7 (1.17%) Dataiku
3 7 (1.17%) IBM
4 6 (1.01%) Splunk
5 5 (0.84%) Microsoft
6 4 (0.67%) Atlassian
6 4 (0.67%) Bloomberg
6 4 (0.67%) Reuters
7 3 (0.50%) SnapLogic
8 2 (0.34%) Adobe
8 2 (0.34%) Calypso
8 2 (0.34%) Sage
9 1 (0.17%) Hitachi
9 1 (0.17%) Oracle
9 1 (0.17%) SAP
9 1 (0.17%) Vertica