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 27 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
27 Apr 2024
Same period 2023 Same period 2022
Rank 494 577 590
Rank change year-on-year +83 +13 +75
Permanent jobs citing Pandas 450 445 823
As % of all permanent jobs advertised in the UK 0.46% 0.43% 0.53%
As % of the Libraries, Frameworks & Software Standards category 2.15% 1.40% 1.33%
Number of salaries quoted 322 325 415
10th Percentile £55,140 £48,750 £50,000
25th Percentile £72,500 £60,000 £63,750
Median annual salary (50th Percentile) £115,000 £82,500 £80,000
Median % change year-on-year +39.39% +3.13% +14.29%
75th Percentile £142,500 £105,000 £111,875
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 20,974 31,729 61,916
As % of all permanent jobs advertised in the UK 21.39% 30.32% 40.17%
Number of salaries quoted 15,673 19,469 30,328
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 £79,600 £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 27 April 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 27 April 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 +73 376 £115,000 +39.39% 94
London +130 313 £132,500 +55.88% 69
Work from Home +120 269 £135,000 +65.85% 50
UK excluding London +8 125 £70,576 +19.42% 26
Scotland -3 67 £70,576 - 1
South West -7 26 £65,000 +9.99% 3
North of England +52 14 £70,576 +34.43% 5
Midlands -3 10 £73,000 +39.05% 3
Yorkshire - 9 £70,576 - 1
West Midlands +12 6 £73,000 +39.05% 2
South East -3 6 £78,750 -10.00% 7
North West +4 4 £52,500 -14.29% 3
East Midlands -11 4 - - 1
East of England +5 2 £80,001 +6.67% 6
North East -2 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
1 201 (44.67%) Apache Airflow
2 187 (41.56%) Apache
3 26 (5.78%) Apache Spark
4 7 (1.56%) SAS
5 1 (0.22%) Jupyter
5 1 (0.22%) Luigi
Applications
1 4 (0.89%) Microsoft Excel
2 2 (0.44%) InDesign
3 1 (0.22%) Spreadsheet
Business Applications
1 1 (0.22%) Data Workbench
Cloud Services
1 265 (58.89%) AWS
2 181 (40.22%) dbt
3 144 (32.00%) GCP
4 142 (31.56%) Snowflake
5 52 (11.56%) Azure
6 21 (4.67%) Serverless
7 18 (4.00%) Amazon S3
8 15 (3.33%) AWS Lambda
9 14 (3.11%) GitHub
10 10 (2.22%) Amazon SageMaker
11 9 (2.00%) Power Platform
12 7 (1.56%) Amazon EMR
13 6 (1.33%) AWS CloudFormation
13 6 (1.33%) SaaS
14 5 (1.11%) Amazon ECS
14 5 (1.11%) Amazon Kinesis
14 5 (1.11%) AWS CodePipeline
14 5 (1.11%) Azure Data Factory
14 5 (1.11%) Azure DevOps
14 5 (1.11%) Cloud Computing
Communications & Networking
1 3 (0.67%) FTP
2 1 (0.22%) DNS
2 1 (0.22%) Ethernet
2 1 (0.22%) Internet
2 1 (0.22%) RS-232
2 1 (0.22%) TCP/IP
2 1 (0.22%) VPN
Database & Business Intelligence
1 173 (38.44%) Amazon Athena
2 172 (38.22%) Apache Arrow
3 168 (37.33%) Apache Ignite
3 168 (37.33%) Dremio
4 147 (32.67%) Data Lake
5 80 (17.78%) NoSQL
6 42 (9.33%) Tableau
7 23 (5.11%) Data Warehouse
8 20 (4.44%) Big Data
9 16 (3.56%) Amazon Redshift
10 14 (3.11%) PostgreSQL
11 11 (2.44%) QlikView
12 9 (2.00%) Delta Lake
12 9 (2.00%) Power BI
13 7 (1.56%) Relational Database
13 7 (1.56%) SQL Server
14 6 (1.33%) DynamoDB
14 6 (1.33%) Metadata
14 6 (1.33%) MongoDB
14 6 (1.33%) Star Schema
Development Applications
1 41 (9.11%) Git
2 4 (0.89%) GitLab
2 4 (0.89%) Gradle
3 3 (0.67%) JIRA
3 3 (0.67%) Octopus Deploy
4 2 (0.44%) CircleCI
4 2 (0.44%) Jenkins
General
1 314 (69.78%) Finance
2 192 (42.67%) Front Office
3 179 (39.78%) Banking
4 159 (35.33%) Investment Banking
5 72 (16.00%) Inclusion and Diversity
6 69 (15.33%) Law
7 67 (14.89%) Social Skills
8 66 (14.67%) Marketing
9 59 (13.11%) Financial Institution
10 29 (6.44%) Analytical Skills
11 13 (2.89%) Back Office
12 8 (1.78%) Legal
12 8 (1.78%) Public Sector
13 3 (0.67%) Presentation Skills
14 2 (0.44%) Publishing
15 1 (0.22%) Influencing Skills
15 1 (0.22%) Pharmaceutical
15 1 (0.22%) Retail
Job Titles
1 131 (29.11%) Senior
2 125 (27.78%) Software Engineer
3 121 (26.89%) Developer
4 91 (20.22%) Lead
5 89 (19.78%) Python Engineer
6 84 (18.67%) Python Developer
7 81 (18.00%) Python Software Engineer
8 78 (17.33%) Developer/Software Engineer
9 72 (16.00%) Data Scientist
10 66 (14.67%) AWS Engineer
11 64 (14.22%) AWS Software Engineer
12 58 (12.89%) Engineering Manager
12 58 (12.89%) Software Engineering Manager
13 55 (12.22%) Senior Software Engineer
14 53 (11.78%) Software Developer
15 52 (11.56%) Senior Data Scientist
16 51 (11.33%) Data Engineer
17 49 (10.89%) Java Engineer
17 49 (10.89%) Java Software Engineer
18 38 (8.44%) Team Leader
Libraries, Frameworks & Software Standards
1 299 (66.44%) NumPy
2 182 (40.44%) gRPC
2 182 (40.44%) Protocol Buffers
3 175 (38.89%) SciPy
4 46 (10.22%) scikit-learn
5 43 (9.56%) TensorFlow
6 42 (9.33%) PySpark
7 38 (8.44%) React
8 34 (7.56%) AngularJS
9 24 (5.33%) Vue
10 22 (4.89%) PyTorch
11 18 (4.00%) Flask
12 17 (3.78%) FastAPI
13 15 (3.33%) XGBoost
14 14 (3.11%) Material-UI
15 13 (2.89%) .NET
16 10 (2.22%) Node.js
16 10 (2.22%) Redux
17 9 (2.00%) Plotly
17 9 (2.00%) SpaCy
Miscellaneous
1 176 (39.11%) Fixed Income
2 163 (36.22%) Foreign Exchange (FX)
3 162 (36.00%) Derivative
4 160 (35.56%) Equities
5 157 (34.89%) Hedge funds
6 58 (12.89%) Cloud Native
6 58 (12.89%) Market Risk
7 46 (10.22%) Algorithms
8 25 (5.56%) Data Structures
9 16 (3.56%) Pricing Data
10 4 (0.89%) Reinsurance
11 3 (0.67%) Product Ownership
12 2 (0.44%) Cybercrime
12 2 (0.44%) Distributed Computing
12 2 (0.44%) Renewable Energy
13 1 (0.22%) Credit Risk
13 1 (0.22%) IoT
13 1 (0.22%) Robotics
13 1 (0.22%) Self-Motivation
13 1 (0.22%) Smart Home
Operating Systems
1 17 (3.78%) Linux
2 2 (0.44%) Unix
3 1 (0.22%) Embedded Linux
Processes & Methodologies
1 275 (61.11%) Agile
2 272 (60.44%) Software Engineering
3 184 (40.89%) Asset Management
4 149 (33.11%) Investment Management
5 121 (26.89%) Data Science
6 116 (25.78%) Machine Learning
7 111 (24.67%) Mathematics
8 102 (22.67%) Analytics
9 92 (20.44%) Computer Science
10 81 (18.00%) CI/CD
11 77 (17.11%) Artificial Intelligence
12 67 (14.89%) Visualisation
13 64 (14.22%) Line Management
13 64 (14.22%) Natural Language Processing
14 62 (13.78%) SDLC
15 61 (13.56%) Continuous Delivery
16 57 (12.67%) Decision-Making
17 56 (12.44%) Greeks
18 53 (11.78%) Data Pipeline
19 49 (10.89%) Statistics
Programming Languages
1 450 (100.00%) Python
2 203 (45.11%) SQL
3 187 (41.56%) JavaScript
4 178 (39.56%) TypeScript
5 159 (35.33%) Java
6 19 (4.22%) Scala
7 17 (3.78%) C#
8 15 (3.33%) Ruby
9 8 (1.78%) R
9 8 (1.78%) VB
10 6 (1.33%) Bash
10 6 (1.33%) Shell Script
11 3 (0.67%) C++
11 3 (0.67%) Clojure
11 3 (0.67%) Groovy
11 3 (0.67%) MATLAB
11 3 (0.67%) VBA
12 2 (0.44%) C
13 1 (0.22%) Data Analysis Expressions
13 1 (0.22%) Rust
Qualifications
1 73 (16.22%) Degree
2 42 (9.33%) Master's Degree
3 28 (6.22%) DBS Check
4 16 (3.56%) Computer Science Degree
5 7 (1.56%) PhD
6 4 (0.89%) Security Cleared
7 1 (0.22%) DV Cleared
7 1 (0.22%) Numerate Degree
7 1 (0.22%) SC Cleared
Quality Assurance & Compliance
1 60 (13.33%) Data Quality
2 6 (1.33%) QA
3 3 (0.67%) MiFID
4 2 (0.44%) Accessibility
System Software
1 33 (7.33%) Docker
Systems Management
1 17 (3.78%) Kubernetes
2 7 (1.56%) Terraform
3 1 (0.22%) Kibana
3 1 (0.22%) logstash
Vendors
1 36 (8.00%) Databricks
2 10 (2.22%) Google
3 8 (1.78%) Atlassian
3 8 (1.78%) Splunk
4 7 (1.56%) Alteryx
4 7 (1.56%) Dataiku
4 7 (1.56%) IBM
5 4 (0.89%) Microsoft
6 3 (0.67%) Bloomberg
6 3 (0.67%) Reuters
6 3 (0.67%) SnapLogic
7 2 (0.44%) Adobe
7 2 (0.44%) Calypso
7 2 (0.44%) Sage
8 1 (0.22%) Hitachi
8 1 (0.22%) Oracle
8 1 (0.22%) SAP
8 1 (0.22%) Vertica