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

6 months to
18 May 2024
Same period 2023 Same period 2022
Rank 449 609 565
Rank change year-on-year +160 -44 +96
Permanent jobs citing Pandas 537 400 940
As % of all permanent jobs advertised in the UK 0.54% 0.40% 0.58%
As % of the Libraries, Frameworks & Software Standards category 2.54% 1.33% 1.43%
Number of salaries quoted 391 295 419
10th Percentile £60,000 £46,750 £50,000
25th Percentile £83,000 £62,500 £62,500
Median annual salary (50th Percentile) £115,000 £85,000 £85,000
Median % change year-on-year +35.29% - +21.43%
75th Percentile £146,250 £110,000 £118,125
90th Percentile £165,000 £140,000 £127,500
UK excluding London median annual salary £70,576 £59,098 £65,000
% change year-on-year +19.42% -9.08% +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 21,101 29,987 65,773
As % of all permanent jobs advertised in the UK 21.12% 30.24% 40.92%
Number of salaries quoted 15,749 18,481 29,851
10th Percentile £36,250 £40,588 £37,500
25th Percentile £45,000 £50,500 £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 18 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 18 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 +142 462 £115,000 +35.29% 113
London +179 397 £132,500 +47.22% 87
Work from Home +182 366 £135,000 +58.82% 53
UK excluding London -20 130 £70,576 +19.42% 43
Scotland +2 68 £70,576 - 2
South West -19 29 £65,000 +13.94% 6
North of England +57 13 £70,576 +34.43% 3
Midlands -16 12 £73,000 +39.05% 7
West Midlands +2 8 £73,000 +39.05% 6
Yorkshire - 8 £77,788 - 2
South East -35 6 £78,750 +12.50% 18
North West +2 4 £52,500 -14.29% 1
East Midlands -5 4 - - 1
East of England -5 2 £80,001 +6.67% 6
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
1 273 (50.84%) Apache Airflow
2 261 (48.60%) Apache
3 25 (4.66%) Apache Spark
4 7 (1.30%) SAS
5 4 (0.74%) Luigi
6 1 (0.19%) Jupyter
Applications
1 4 (0.74%) Microsoft Excel
2 2 (0.37%) InDesign
3 1 (0.19%) Spreadsheet
Business Applications
1 1 (0.19%) Data Workbench
Cloud Services
1 336 (62.57%) AWS
2 253 (47.11%) dbt
3 224 (41.71%) Snowflake
4 163 (30.35%) GCP
5 52 (9.68%) Azure
6 20 (3.72%) Serverless
7 15 (2.79%) Amazon S3
8 14 (2.61%) AWS Lambda
8 14 (2.61%) GitHub
9 10 (1.86%) Power Platform
10 9 (1.68%) Amazon ECS
10 9 (1.68%) Amazon SageMaker
11 7 (1.30%) Amazon EMR
12 6 (1.12%) Amazon SQS
12 6 (1.12%) AWS CloudFormation
12 6 (1.12%) Azure Data Factory
12 6 (1.12%) Azure DevOps
12 6 (1.12%) Cloud Computing
12 6 (1.12%) SaaS
13 5 (0.93%) AWS CodePipeline
Communications & Networking
1 4 (0.74%) FTP
2 1 (0.19%) DNS
2 1 (0.19%) Ethernet
2 1 (0.19%) Internet
2 1 (0.19%) RS-232
2 1 (0.19%) TCP/IP
2 1 (0.19%) VPN
Database & Business Intelligence
1 247 (46.00%) Apache Arrow
2 245 (45.62%) Amazon Athena
3 243 (45.25%) Apache Ignite
3 243 (45.25%) Dremio
4 225 (41.90%) Data Lake
5 78 (14.53%) NoSQL
6 59 (10.99%) Tableau
7 22 (4.10%) Data Warehouse
8 19 (3.54%) Big Data
9 18 (3.35%) PostgreSQL
10 16 (2.98%) Amazon Redshift
11 10 (1.86%) Delta Lake
11 10 (1.86%) Power BI
11 10 (1.86%) QlikView
12 8 (1.49%) DynamoDB
12 8 (1.49%) SQL Server
13 7 (1.30%) MongoDB
13 7 (1.30%) Relational Database
14 6 (1.12%) Star Schema
15 5 (0.93%) Metadata
Development Applications
1 60 (11.17%) Git
2 4 (0.74%) GitLab
2 4 (0.74%) Gradle
3 3 (0.56%) Cypress.io
3 3 (0.56%) JIRA
3 3 (0.56%) Octopus Deploy
4 2 (0.37%) CircleCI
4 2 (0.37%) Jenkins
5 1 (0.19%) webpack
General
1 394 (73.37%) Finance
2 263 (48.98%) Front Office
3 249 (46.37%) Banking
4 230 (42.83%) Investment Banking
5 85 (15.83%) Social Skills
6 75 (13.97%) Inclusion and Diversity
7 74 (13.78%) Law
8 68 (12.66%) Marketing
9 60 (11.17%) Financial Institution
10 30 (5.59%) Analytical Skills
11 14 (2.61%) Back Office
12 8 (1.49%) Legal
13 7 (1.30%) Public Sector
14 3 (0.56%) Presentation Skills
15 2 (0.37%) Publishing
16 1 (0.19%) Influencing Skills
16 1 (0.19%) Pharmaceutical
16 1 (0.19%) Retail
Job Titles
1 178 (33.15%) Senior
2 172 (32.03%) Software Engineer
3 127 (23.65%) Developer
4 124 (23.09%) Python Engineer
5 120 (22.35%) Lead
6 116 (21.60%) Python Software Engineer
7 99 (18.44%) AWS Engineer
8 97 (18.06%) AWS Software Engineer
9 91 (16.95%) Data Scientist
10 89 (16.57%) Python Developer
10 89 (16.57%) Senior Software Engineer
11 85 (15.83%) Developer/Software Engineer
12 79 (14.71%) Java Engineer
12 79 (14.71%) Java Software Engineer
13 71 (13.22%) Senior Data Scientist
14 63 (11.73%) Software Developer
15 59 (10.99%) Engineering Manager
15 59 (10.99%) Software Engineering Manager
16 50 (9.31%) Lead Developer
16 50 (9.31%) Team Leader
Libraries, Frameworks & Software Standards
1 372 (69.27%) NumPy
2 255 (47.49%) gRPC
2 255 (47.49%) Protocol Buffers
3 249 (46.37%) SciPy
4 64 (11.92%) scikit-learn
5 60 (11.17%) PySpark
6 59 (10.99%) TensorFlow
7 45 (8.38%) React
8 38 (7.08%) AngularJS
9 26 (4.84%) Vue
10 20 (3.72%) PyTorch
11 19 (3.54%) Flask
12 17 (3.17%) Node.js
12 17 (3.17%) Redux
13 16 (2.98%) FastAPI
14 15 (2.79%) Material-UI
15 14 (2.61%) XGBoost
16 12 (2.23%) .NET
17 10 (1.86%) SQLAlchemy
18 9 (1.68%) REST
Miscellaneous
1 256 (47.67%) Fixed Income
2 238 (44.32%) Derivative
2 238 (44.32%) Equities
3 235 (43.76%) Foreign Exchange (FX)
3 235 (43.76%) Hedge funds
4 61 (11.36%) Algorithms
5 59 (10.99%) Cloud Native
5 59 (10.99%) Market Risk
6 34 (6.33%) Pricing Data
7 24 (4.47%) Data Structures
8 6 (1.12%) 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 (0.19%) Enterprise Software
11 1 (0.19%) IoT
11 1 (0.19%) iPad
11 1 (0.19%) Smart Home
Operating Systems
1 16 (2.98%) Linux
2 2 (0.37%) Unix
3 1 (0.19%) Embedded Linux
Processes & Methodologies
1 356 (66.29%) Agile
2 349 (64.99%) Software Engineering
3 262 (48.79%) Asset Management
4 213 (39.66%) Investment Management
5 134 (24.95%) Machine Learning
6 133 (24.77%) Data Science
7 129 (24.02%) Mathematics
8 94 (17.50%) Computer Science
9 93 (17.32%) Artificial Intelligence
10 92 (17.13%) Greeks
11 89 (16.57%) Analytics
12 88 (16.39%) Line Management
13 83 (15.46%) CI/CD
14 82 (15.27%) Natural Language Processing
15 81 (15.08%) Visualisation
16 72 (13.41%) Decision-Making
17 67 (12.48%) Statistics
18 63 (11.73%) Continuous Delivery
18 63 (11.73%) SDLC
19 58 (10.80%) Customer Experience
Programming Languages
1 537 (100.00%) Python
2 264 (49.16%) JavaScript
3 255 (47.49%) TypeScript
4 232 (43.20%) Java
5 220 (40.97%) SQL
6 18 (3.35%) Scala
7 15 (2.79%) C#
8 13 (2.42%) Ruby
9 7 (1.30%) R
10 6 (1.12%) Bash
10 6 (1.12%) Shell Script
10 6 (1.12%) VB
11 4 (0.74%) Clojure
11 4 (0.74%) Groovy
12 3 (0.56%) C++
12 3 (0.56%) VBA
13 2 (0.37%) C
13 2 (0.37%) MATLAB
14 1 (0.19%) Data Analysis Expressions
14 1 (0.19%) Rust
Qualifications
1 92 (17.13%) Degree
2 56 (10.43%) Master's Degree
3 45 (8.38%) DBS Check
4 16 (2.98%) Computer Science Degree
5 7 (1.30%) PhD
6 4 (0.74%) Security Cleared
7 2 (0.37%) Numerate Degree
8 1 (0.19%) DV Cleared
8 1 (0.19%) SC Cleared
Quality Assurance & Compliance
1 96 (17.88%) Data Quality
2 7 (1.30%) QA
3 4 (0.74%) MiFID
4 2 (0.37%) Accessibility
System Software
1 28 (5.21%) Docker
Systems Management
1 18 (3.35%) Kubernetes
2 6 (1.12%) Terraform
3 1 (0.19%) Kibana
3 1 (0.19%) logstash
Vendors
1 57 (10.61%) Databricks
2 12 (2.23%) Google
3 7 (1.30%) Alteryx
3 7 (1.30%) Dataiku
3 7 (1.30%) IBM
3 7 (1.30%) Splunk
4 6 (1.12%) Atlassian
5 5 (0.93%) Microsoft
6 4 (0.74%) Bloomberg
6 4 (0.74%) Reuters
7 3 (0.56%) SnapLogic
8 2 (0.37%) Adobe
8 2 (0.37%) Calypso
8 2 (0.37%) Sage
9 1 (0.19%) Hitachi
9 1 (0.19%) Oracle
9 1 (0.19%) SAP
9 1 (0.19%) Vertica