Pandas
UK

The table below provides summary statistics for permanent job vacancies requiring Pandas skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited Pandas over the 6 months leading up to 21 June 2024, comparing them to the same period in the previous two years.

6 months to
21 Jun 2024
Same period 2023 Same period 2022
Rank 400 594 548
Rank change year-on-year +194 -46 +133
Permanent jobs citing Pandas 656 351 1,030
As % of all permanent jobs advertised in the UK 0.60% 0.38% 0.60%
As % of the Libraries, Frameworks & Software Standards category 2.97% 1.31% 1.45%
Number of salaries quoted 515 268 440
10th Percentile £66,900 £45,875 £50,000
25th Percentile £85,000 £59,688 £62,500
Median annual salary (50th Percentile) £115,000 £82,500 £88,750
Median % change year-on-year +39.39% -7.04% +26.79%
75th Percentile £148,750 £112,500 £122,500
90th Percentile £165,000 £140,750 £137,500
UK excluding London median annual salary £70,576 £57,500 £65,000
% change year-on-year +22.74% -11.54% +23.81%

All Software Libraries and Frameworks
UK

Pandas falls under the Software Libraries and Frameworks category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring technical specification, industry standards, software libraries and framework skills.

Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 22,074 26,882 71,165
As % of all permanent jobs advertised in the UK 20.09% 29.07% 41.19%
Number of salaries quoted 16,295 17,588 29,917
10th Percentile £36,250 £40,500 £37,750
25th Percentile £45,000 £50,000 £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 21 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 21 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 +193 591 £115,000 +35.29% 65
London +234 524 £135,000 +42.11% 55
Work from Home +241 499 £135,000 +58.82% 34
UK excluding London -44 124 £70,576 +22.74% 10
Scotland -14 58 £70,576 -8.93%
South West -26 32 £65,000 +13.04% 2
North of England +18 14 £70,576 +28.32% 2
Midlands -44 12 £73,000 +39.05% 4
West Midlands -20 8 £73,000 +39.05% 3
Yorkshire - 8 £77,788 - 1
South East -62 6 £78,750 +12.50% 2
North West -24 5 £45,000 -26.53%
East Midlands -26 4 - - 1
East of England -17 2 £80,001 +6.67% 1
North East -17 1 £75,000 +36.36% 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
1 406 (61.89%) Apache Airflow
2 386 (58.84%) Apache
3 21 (3.20%) Apache Spark
4 7 (1.07%) SAS
5 6 (0.91%) Luigi
6 1 (0.15%) Jupyter
Applications
1 3 (0.46%) InDesign
2 2 (0.30%) Microsoft Excel
Business Applications
1 1 (0.15%) Data Workbench
Cloud Services
1 461 (70.27%) AWS
2 388 (59.15%) dbt
3 344 (52.44%) Snowflake
4 233 (35.52%) GCP
5 58 (8.84%) Azure
6 32 (4.88%) Amazon ECS
7 26 (3.96%) Amazon EKS
8 24 (3.66%) Amazon EC2
9 19 (2.90%) Serverless
10 15 (2.29%) Amazon S3
10 15 (2.29%) AWS Lambda
11 14 (2.13%) GitHub
12 12 (1.83%) Dagster
13 7 (1.07%) Amazon EMR
13 7 (1.07%) Amazon SageMaker
13 7 (1.07%) Cloud Computing
13 7 (1.07%) WhatsApp
14 6 (0.91%) Amazon SQS
14 6 (0.91%) Power Platform
14 6 (0.91%) SaaS
Communications & Networking
1 5 (0.76%) FTP
2 1 (0.15%) DNS
2 1 (0.15%) Ethernet
2 1 (0.15%) Internet
2 1 (0.15%) RS-232
2 1 (0.15%) TCP/IP
2 1 (0.15%) VPN
Database & Business Intelligence
1 380 (57.93%) Amazon Athena
2 378 (57.62%) Dremio
3 370 (56.40%) Apache Arrow
4 366 (55.79%) Apache Ignite
5 355 (54.12%) Data Lake
6 64 (9.76%) NoSQL
7 57 (8.69%) Tableau
8 19 (2.90%) PostgreSQL
9 18 (2.74%) Big Data
9 18 (2.74%) Data Warehouse
10 16 (2.44%) Amazon Redshift
11 10 (1.52%) Delta Lake
11 10 (1.52%) MongoDB
11 10 (1.52%) SQL Server
12 9 (1.37%) Relational Database
13 8 (1.22%) DynamoDB
13 8 (1.22%) QlikView
14 7 (1.07%) MySQL
14 7 (1.07%) Redis
15 6 (0.91%) CouchDB
Development Applications
1 63 (9.60%) Git
2 4 (0.61%) GitLab
2 4 (0.61%) Gradle
3 3 (0.46%) Cypress.io
3 3 (0.46%) JIRA
3 3 (0.46%) Octopus Deploy
4 2 (0.30%) CircleCI
4 2 (0.30%) Jenkins
5 1 (0.15%) webpack
General
1 522 (79.57%) Finance
2 401 (61.13%) Front Office
3 378 (57.62%) Banking
4 347 (52.90%) Investment Banking
5 91 (13.87%) Social Skills
6 66 (10.06%) Law
7 63 (9.60%) Inclusion and Diversity
8 59 (8.99%) Marketing
9 51 (7.77%) Financial Institution
10 29 (4.42%) Analytical Skills
11 15 (2.29%) Back Office
12 8 (1.22%) Legal
13 5 (0.76%) Public Sector
14 2 (0.30%) Presentation Skills
14 2 (0.30%) Publishing
15 1 (0.15%) Influencing Skills
15 1 (0.15%) Retail
Job Titles
1 243 (37.04%) Software Engineer
2 209 (31.86%) Senior
3 187 (28.51%) Python Engineer
4 167 (25.46%) Lead
5 165 (25.15%) Python Software Engineer
6 164 (25.00%) Developer
7 155 (23.63%) AWS Engineer
8 154 (23.48%) AWS Software Engineer
9 123 (18.75%) Senior Software Engineer
10 122 (18.60%) Java Engineer
10 122 (18.60%) Java Software Engineer
11 118 (17.99%) Developer/Software Engineer
12 111 (16.92%) Python Developer
13 92 (14.02%) Data Scientist
14 90 (13.72%) Software Developer
15 78 (11.89%) Lead Developer
15 78 (11.89%) Team Leader
16 77 (11.74%) Architect
17 76 (11.59%) Lead Software Engineer
17 76 (11.59%) Solutions Architect
Libraries, Frameworks & Software Standards
1 497 (75.76%) NumPy
2 384 (58.54%) SciPy
3 378 (57.62%) gRPC
3 378 (57.62%) Protocol Buffers
4 99 (15.09%) PySpark
5 67 (10.21%) scikit-learn
6 58 (8.84%) TensorFlow
7 52 (7.93%) React
8 45 (6.86%) AngularJS
9 32 (4.88%) Vue
10 23 (3.51%) Node.js
10 23 (3.51%) Redux
11 17 (2.59%) PyTorch
12 15 (2.29%) FastAPI
12 15 (2.29%) Flask
12 15 (2.29%) Material-UI
13 14 (2.13%) XGBoost
14 9 (1.37%) SpaCy
14 9 (1.37%) SQLAlchemy
15 8 (1.22%) Django
Miscellaneous
1 380 (57.93%) Fixed Income
2 356 (54.27%) Equities
3 355 (54.12%) Derivative
3 355 (54.12%) Hedge funds
4 354 (53.96%) Foreign Exchange (FX)
5 61 (9.30%) Algorithms
6 52 (7.93%) Pricing Data
7 50 (7.62%) Cloud Native
7 50 (7.62%) Market Risk
8 24 (3.66%) Data Structures
9 8 (1.22%) Reinsurance
10 3 (0.46%) Renewable Energy
11 2 (0.30%) Distributed Computing
11 2 (0.30%) Product Ownership
11 2 (0.30%) Self-Motivation
12 1 (0.15%) Enterprise Software
12 1 (0.15%) IoT
12 1 (0.15%) iPad
12 1 (0.15%) Smart Home
12 1 (0.15%) Team-Oriented Environment
Operating Systems
1 14 (2.13%) Linux
2 2 (0.30%) Unix
3 1 (0.15%) Embedded Linux
Processes & Methodologies
1 479 (73.02%) Agile
2 477 (72.71%) Software Engineering
3 400 (60.98%) Asset Management
4 297 (45.27%) Investment Management
5 144 (21.95%) Line Management
6 136 (20.73%) Greeks
7 134 (20.43%) Machine Learning
8 129 (19.66%) Data Science
9 117 (17.84%) Mathematics
10 100 (15.24%) Analytics
11 92 (14.02%) Computer Science
12 88 (13.41%) Artificial Intelligence
13 80 (12.20%) Natural Language Processing
14 74 (11.28%) Visualisation
15 73 (11.13%) Decision-Making
16 71 (10.82%) CI/CD
17 65 (9.91%) Statistics
18 58 (8.84%) Customer Experience
19 55 (8.38%) Continuous Delivery
20 54 (8.23%) SDLC
Programming Languages
1 656 (100.00%) Python
2 389 (59.30%) JavaScript
3 379 (57.77%) TypeScript
4 362 (55.18%) Java
5 224 (34.15%) SQL
6 18 (2.74%) Scala
7 12 (1.83%) Ruby
8 9 (1.37%) C#
9 6 (0.91%) Bash
9 6 (0.91%) Shell Script
10 5 (0.76%) Clojure
10 5 (0.76%) Groovy
11 3 (0.46%) C++
11 3 (0.46%) R
11 3 (0.46%) VB
12 2 (0.30%) C
12 2 (0.30%) MATLAB
12 2 (0.30%) VBA
13 1 (0.15%) Rust
Qualifications
1 98 (14.94%) Degree
2 55 (8.38%) Master's Degree
3 45 (6.86%) DBS Check
4 23 (3.51%) Computer Science Degree
5 7 (1.07%) PhD
6 3 (0.46%) Security Cleared
7 2 (0.30%) Numerate Degree
8 1 (0.15%) DV Cleared
Quality Assurance & Compliance
1 142 (21.65%) Data Quality
2 5 (0.76%) MiFID
2 5 (0.76%) QA
3 2 (0.30%) Accessibility
System Software
1 23 (3.51%) Docker
Systems Management
1 19 (2.90%) Kubernetes
2 6 (0.91%) Terraform
Vendors
1 60 (9.15%) Databricks
2 29 (4.42%) Bloomberg
2 29 (4.42%) Reuters
3 12 (1.83%) Google
4 7 (1.07%) Alteryx
4 7 (1.07%) Dataiku
4 7 (1.07%) IBM
5 5 (0.76%) Microsoft
5 5 (0.76%) Splunk
6 3 (0.46%) Adobe
6 3 (0.46%) Atlassian
6 3 (0.46%) SnapLogic
7 2 (0.30%) Calypso
8 1 (0.15%) Hitachi
8 1 (0.15%) Oracle
8 1 (0.15%) SAP
8 1 (0.15%) Vertica