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

6 months to
28 May 2024
Same period 2023 Same period 2022
Rank 424 603 545
Rank change year-on-year +179 -58 +119
Permanent jobs citing Pandas 588 384 996
As % of all permanent jobs advertised in the UK 0.57% 0.39% 0.60%
As % of the Libraries, Frameworks & Software Standards category 2.76% 1.32% 1.45%
Number of salaries quoted 443 280 432
10th Percentile £62,100 £46,125 £50,000
25th Percentile £85,000 £60,000 £62,500
Median annual salary (50th Percentile) £115,000 £82,500 £86,250
Median % change year-on-year +39.39% -4.35% +23.21%
75th Percentile £148,750 £110,313 £119,063
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 21,317 29,159 68,887
As % of all permanent jobs advertised in the UK 20.77% 29.95% 41.26%
Number of salaries quoted 15,893 18,093 29,995
10th Percentile £36,250 £40,500 £37,500
25th Percentile £45,000 £51,000 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £65,000
Median % change year-on-year -11.11% +3.85% +18.18%
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 28 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 28 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 +167 515 £115,000 +35.29% 92
London +221 448 £132,500 +47.22% 72
Work from Home +226 419 £135,000 +61.19% 37
UK excluding London -11 131 £70,576 +20.13% 21
Scotland +5 66 £70,576 -8.93% 1
South West -13 31 £65,000 +13.04% 5
North of England +54 14 £70,576 +34.43% 4
Midlands -13 12 £73,000 +39.05% 3
West Midlands -1 8 £73,000 +39.05% 2
Yorkshire - 8 £77,788 - 2
South East -36 6 £78,750 +12.50% 5
North West +4 5 £45,000 -26.53% 2
East Midlands -12 4 - - 1
East of England -13 2 £80,001 +6.67% 4
North East -6 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
1 325 (55.27%) Apache Airflow
2 309 (52.55%) Apache
3 23 (3.91%) Apache Spark
4 7 (1.19%) SAS
5 6 (1.02%) Luigi
6 1 (0.17%) Jupyter
Applications
1 3 (0.51%) Microsoft Excel
2 2 (0.34%) InDesign
Business Applications
1 1 (0.17%) Data Workbench
Cloud Services
1 386 (65.65%) AWS
2 305 (51.87%) dbt
3 268 (45.58%) Snowflake
4 189 (32.14%) GCP
5 59 (10.03%) Azure
6 21 (3.57%) Serverless
7 15 (2.55%) Amazon S3
7 15 (2.55%) AWS Lambda
8 14 (2.38%) GitHub
9 9 (1.53%) Amazon ECS
9 9 (1.53%) Amazon SageMaker
9 9 (1.53%) Power Platform
10 7 (1.19%) Amazon EMR
10 7 (1.19%) Cloud Computing
11 6 (1.02%) Amazon SQS
11 6 (1.02%) AWS CloudFormation
11 6 (1.02%) Azure Data Factory
11 6 (1.02%) Azure DevOps
11 6 (1.02%) Dagster
11 6 (1.02%) SaaS
Communications & Networking
1 4 (0.68%) 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
1 297 (50.51%) Amazon Athena
2 295 (50.17%) Dremio
3 293 (49.83%) Apache Arrow
4 289 (49.15%) Apache Ignite
5 273 (46.43%) Data Lake
6 75 (12.76%) NoSQL
7 58 (9.86%) Tableau
8 20 (3.40%) Data Warehouse
9 19 (3.23%) Big Data
9 19 (3.23%) PostgreSQL
10 16 (2.72%) Amazon Redshift
11 10 (1.70%) Delta Lake
12 9 (1.53%) Power BI
12 9 (1.53%) QlikView
13 8 (1.36%) DynamoDB
13 8 (1.36%) MongoDB
13 8 (1.36%) Relational Database
13 8 (1.36%) SQL Server
14 7 (1.19%) Elasticsearch
14 7 (1.19%) Redis
Development Applications
1 62 (10.54%) Git
2 4 (0.68%) GitLab
2 4 (0.68%) Gradle
3 3 (0.51%) Cypress.io
3 3 (0.51%) JIRA
3 3 (0.51%) Octopus Deploy
4 2 (0.34%) CircleCI
4 2 (0.34%) Jenkins
5 1 (0.17%) webpack
General
1 445 (75.68%) Finance
2 316 (53.74%) Front Office
3 297 (50.51%) Banking
4 272 (46.26%) Investment Banking
5 87 (14.80%) Social Skills
6 74 (12.59%) Law
7 72 (12.24%) Inclusion and Diversity
8 67 (11.39%) Marketing
9 59 (10.03%) Financial Institution
10 31 (5.27%) Analytical Skills
11 15 (2.55%) Back Office
12 8 (1.36%) Legal
13 6 (1.02%) Public Sector
14 3 (0.51%) Presentation Skills
15 2 (0.34%) Publishing
16 1 (0.17%) Influencing Skills
16 1 (0.17%) Retail
Job Titles
1 200 (34.01%) Software Engineer
2 191 (32.48%) Senior
3 151 (25.68%) Python Engineer
4 141 (23.98%) Developer
5 137 (23.30%) Lead
6 135 (22.96%) Python Software Engineer
7 119 (20.24%) AWS Engineer
8 117 (19.90%) AWS Software Engineer
9 103 (17.52%) Senior Software Engineer
10 99 (16.84%) Python Developer
11 97 (16.50%) Developer/Software Engineer
12 94 (15.99%) Java Engineer
12 94 (15.99%) Java Software Engineer
13 93 (15.82%) Data Scientist
14 71 (12.07%) Senior Data Scientist
14 71 (12.07%) Software Developer
15 59 (10.03%) Technical Leader
16 58 (9.86%) Engineering Manager
16 58 (9.86%) Lead Developer
16 58 (9.86%) Team Leader
Libraries, Frameworks & Software Standards
1 422 (71.77%) NumPy
2 301 (51.19%) gRPC
2 301 (51.19%) Protocol Buffers
2 301 (51.19%) SciPy
3 68 (11.56%) PySpark
4 65 (11.05%) scikit-learn
5 59 (10.03%) TensorFlow
6 49 (8.33%) React
7 42 (7.14%) AngularJS
8 30 (5.10%) Vue
9 21 (3.57%) Node.js
9 21 (3.57%) Redux
10 18 (3.06%) Flask
10 18 (3.06%) PyTorch
11 16 (2.72%) FastAPI
12 15 (2.55%) Material-UI
13 14 (2.38%) XGBoost
14 10 (1.70%) SQLAlchemy
15 9 (1.53%) .NET
15 9 (1.53%) REST
Miscellaneous
1 302 (51.36%) Fixed Income
2 280 (47.62%) Derivative
2 280 (47.62%) Equities
3 278 (47.28%) Foreign Exchange (FX)
4 277 (47.11%) Hedge funds
5 60 (10.20%) Algorithms
6 58 (9.86%) Cloud Native
6 58 (9.86%) Market Risk
7 40 (6.80%) Pricing Data
8 24 (4.08%) Data Structures
9 8 (1.36%) Reinsurance
10 4 (0.68%) Product Ownership
11 2 (0.34%) Cybercrime
11 2 (0.34%) Distributed Computing
11 2 (0.34%) Renewable Energy
11 2 (0.34%) Self-Motivation
12 1 (0.17%) Credit Risk
12 1 (0.17%) IoT
12 1 (0.17%) Smart Home
12 1 (0.17%) Team-Oriented Environment
Operating Systems
1 14 (2.38%) Linux
2 2 (0.34%) Unix
3 1 (0.17%) Embedded Linux
Processes & Methodologies
1 408 (69.39%) Agile
2 401 (68.20%) Software Engineering
3 316 (53.74%) Asset Management
4 251 (42.69%) Investment Management
5 137 (23.30%) Machine Learning
6 133 (22.62%) Data Science
7 127 (21.60%) Mathematics
8 112 (19.05%) Greeks
9 104 (17.69%) Line Management
10 98 (16.67%) Computer Science
11 94 (15.99%) Analytics
12 91 (15.48%) Artificial Intelligence
13 83 (14.12%) Natural Language Processing
14 82 (13.95%) CI/CD
15 77 (13.10%) Visualisation
16 73 (12.41%) Decision-Making
17 66 (11.22%) Statistics
18 62 (10.54%) Continuous Delivery
18 62 (10.54%) SDLC
19 58 (9.86%) Customer Experience
Programming Languages
1 588 (100.00%) Python
2 311 (52.89%) JavaScript
3 301 (51.19%) TypeScript
4 280 (47.62%) Java
5 215 (36.56%) SQL
6 18 (3.06%) Scala
7 13 (2.21%) Ruby
8 12 (2.04%) C#
9 6 (1.02%) Bash
9 6 (1.02%) R
9 6 (1.02%) Shell Script
10 4 (0.68%) Clojure
10 4 (0.68%) Groovy
10 4 (0.68%) VB
11 3 (0.51%) C++
11 3 (0.51%) VBA
12 2 (0.34%) C
12 2 (0.34%) MATLAB
13 1 (0.17%) Data Analysis Expressions
13 1 (0.17%) Rust
Qualifications
1 96 (16.33%) Degree
2 56 (9.52%) Master's Degree
3 45 (7.65%) DBS Check
4 21 (3.57%) Computer Science Degree
5 7 (1.19%) PhD
6 4 (0.68%) Security Cleared
7 2 (0.34%) Numerate Degree
8 1 (0.17%) DV Cleared
8 1 (0.17%) SC Cleared
Quality Assurance & Compliance
1 118 (20.07%) Data Quality
2 7 (1.19%) QA
3 4 (0.68%) MiFID
4 2 (0.34%) Accessibility
System Software
1 25 (4.25%) Docker
Systems Management
1 19 (3.23%) Kubernetes
2 6 (1.02%) Terraform
3 1 (0.17%) Kibana
3 1 (0.17%) logstash
Vendors
1 59 (10.03%) Databricks
2 13 (2.21%) Google
3 7 (1.19%) Alteryx
3 7 (1.19%) Dataiku
3 7 (1.19%) IBM
4 6 (1.02%) Splunk
5 5 (0.85%) Microsoft
6 4 (0.68%) Atlassian
6 4 (0.68%) Bloomberg
6 4 (0.68%) Reuters
7 3 (0.51%) 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