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

6 months to
7 May 2024
Same period 2023 Same period 2022
Rank 477 609 571
Rank change year-on-year +132 -38 +101
Permanent jobs citing Pandas 489 410 900
As % of all permanent jobs advertised in the UK 0.50% 0.40% 0.57%
As % of the Libraries, Frameworks & Software Standards category 2.33% 1.34% 1.40%
Number of salaries quoted 355 301 419
10th Percentile £57,500 £48,750 £50,000
25th Percentile £80,375 £62,500 £63,750
Median annual salary (50th Percentile) £115,000 £85,000 £85,000
Median % change year-on-year +35.29% - +21.43%
75th Percentile £143,750 £107,500 £113,750
90th Percentile £165,000 £140,000 £127,500
UK excluding London median annual salary £70,576 £62,500 £65,000
% change year-on-year +12.92% -3.85% +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 20,989 30,626 64,106
As % of all permanent jobs advertised in the UK 21.31% 30.16% 40.72%
Number of salaries quoted 15,696 18,846 30,127
10th Percentile £36,250 £41,000 £37,500
25th Percentile £45,000 £50,000 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £62,750
Median % change year-on-year -11.11% +7.57% +14.09%
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 7 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 7 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 +103 414 £115,000 +35.29% 109
London +154 351 £132,500 +51.43% 76
Work from Home +153 314 £135,000 +63.64% 64
UK excluding London -2 127 £70,576 +12.92% 33
Scotland +2 68 £70,576 - 1
South West -29 27 £65,000 +9.99% 7
North of England +48 14 £70,576 +34.43% 5
Midlands -7 10 £73,000 +39.05% 8
Yorkshire - 9 £70,576 - 1
West Midlands +5 6 £73,000 +39.05% 6
South East -13 6 £78,750 +5.00% 5
North West +9 4 £52,500 -14.29% 3
East Midlands -12 4 - - 2
East of England +9 2 £80,001 +6.67% 7
North East -3 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
1 236 (48.26%) Apache Airflow
2 221 (45.19%) Apache
3 25 (5.11%) Apache Spark
4 7 (1.43%) SAS
5 2 (0.41%) Luigi
6 1 (0.20%) Jupyter
Applications
1 4 (0.82%) Microsoft Excel
2 2 (0.41%) InDesign
3 1 (0.20%) Spreadsheet
Business Applications
1 1 (0.20%) Data Workbench
Cloud Services
1 296 (60.53%) AWS
2 217 (44.38%) dbt
3 185 (37.83%) Snowflake
4 153 (31.29%) GCP
5 51 (10.43%) Azure
6 18 (3.68%) Serverless
7 15 (3.07%) Amazon S3
8 14 (2.86%) GitHub
9 12 (2.45%) AWS Lambda
10 10 (2.04%) Amazon SageMaker
11 9 (1.84%) Power Platform
12 7 (1.43%) Amazon EMR
13 6 (1.23%) Amazon ECS
13 6 (1.23%) AWS CloudFormation
13 6 (1.23%) SaaS
14 5 (1.02%) Amazon SQS
14 5 (1.02%) AWS CodePipeline
14 5 (1.02%) Azure Data Factory
14 5 (1.02%) Azure DevOps
14 5 (1.02%) Cloud Computing
Communications & Networking
1 3 (0.61%) FTP
2 1 (0.20%) DNS
2 1 (0.20%) Ethernet
2 1 (0.20%) Internet
2 1 (0.20%) RS-232
2 1 (0.20%) TCP/IP
2 1 (0.20%) VPN
Database & Business Intelligence
1 209 (42.74%) Apache Arrow
2 207 (42.33%) Amazon Athena
3 205 (41.92%) Apache Ignite
3 205 (41.92%) Dremio
4 189 (38.65%) Data Lake
5 77 (15.75%) NoSQL
6 49 (10.02%) Tableau
7 23 (4.70%) Data Warehouse
8 18 (3.68%) Big Data
9 16 (3.27%) Amazon Redshift
10 15 (3.07%) PostgreSQL
11 10 (2.04%) QlikView
12 9 (1.84%) Delta Lake
12 9 (1.84%) Power BI
13 7 (1.43%) DynamoDB
13 7 (1.43%) Relational Database
13 7 (1.43%) SQL Server
14 6 (1.23%) Metadata
14 6 (1.23%) MongoDB
14 6 (1.23%) Star Schema
Development Applications
1 48 (9.82%) Git
2 4 (0.82%) GitLab
2 4 (0.82%) Gradle
3 3 (0.61%) JIRA
3 3 (0.61%) Octopus Deploy
4 2 (0.41%) CircleCI
4 2 (0.41%) Jenkins
5 1 (0.20%) Cypress.io
General
1 353 (72.19%) Finance
2 224 (45.81%) Front Office
3 214 (43.76%) Banking
4 194 (39.67%) Investment Banking
5 73 (14.93%) Inclusion and Diversity
5 73 (14.93%) Social Skills
6 71 (14.52%) Law
7 67 (13.70%) Marketing
8 60 (12.27%) Financial Institution
9 29 (5.93%) Analytical Skills
10 14 (2.86%) Back Office
11 8 (1.64%) Legal
12 7 (1.43%) Public Sector
13 3 (0.61%) Presentation Skills
14 2 (0.41%) Publishing
15 1 (0.20%) Influencing Skills
15 1 (0.20%) Pharmaceutical
15 1 (0.20%) Retail
Job Titles
1 148 (30.27%) Senior
2 143 (29.24%) Software Engineer
3 122 (24.95%) Developer
4 109 (22.29%) Lead
5 101 (20.65%) Python Engineer
6 94 (19.22%) Python Software Engineer
7 86 (17.59%) Python Developer
8 80 (16.36%) Data Scientist
9 79 (16.16%) Developer/Software Engineer
10 77 (15.75%) AWS Engineer
11 75 (15.34%) AWS Software Engineer
12 68 (13.91%) Senior Software Engineer
13 61 (12.47%) Java Engineer
13 61 (12.47%) Java Software Engineer
14 60 (12.27%) Senior Data Scientist
15 59 (12.07%) Engineering Manager
15 59 (12.07%) Software Developer
15 59 (12.07%) Software Engineering Manager
16 46 (9.41%) Lead Developer
16 46 (9.41%) Team Leader
Libraries, Frameworks & Software Standards
1 337 (68.92%) NumPy
2 217 (44.38%) gRPC
2 217 (44.38%) Protocol Buffers
3 212 (43.35%) SciPy
4 54 (11.04%) scikit-learn
5 50 (10.22%) TensorFlow
6 48 (9.82%) PySpark
7 39 (7.98%) React
8 34 (6.95%) AngularJS
9 24 (4.91%) Vue
10 22 (4.50%) PyTorch
11 19 (3.89%) Flask
12 15 (3.07%) FastAPI
12 15 (3.07%) XGBoost
13 13 (2.66%) Material-UI
13 13 (2.66%) Node.js
13 13 (2.66%) Redux
14 12 (2.45%) .NET
15 9 (1.84%) Plotly
15 9 (1.84%) SQLAlchemy
Miscellaneous
1 218 (44.58%) Fixed Income
2 202 (41.31%) Derivative
3 201 (41.10%) Equities
4 200 (40.90%) Foreign Exchange (FX)
5 199 (40.70%) Hedge funds
6 59 (12.07%) Cloud Native
6 59 (12.07%) Market Risk
7 53 (10.84%) Algorithms
8 25 (5.11%) Data Structures
9 22 (4.50%) Pricing Data
10 4 (0.82%) Reinsurance
11 3 (0.61%) Product Ownership
11 3 (0.61%) Renewable Energy
12 2 (0.41%) Cybercrime
12 2 (0.41%) Distributed Computing
13 1 (0.20%) Credit Risk
13 1 (0.20%) Data Protection Act
13 1 (0.20%) IoT
13 1 (0.20%) Self-Motivation
13 1 (0.20%) Smart Home
Operating Systems
1 16 (3.27%) Linux
2 2 (0.41%) Unix
3 1 (0.20%) Embedded Linux
Processes & Methodologies
1 314 (64.21%) Agile
2 309 (63.19%) Software Engineering
3 220 (44.99%) Asset Management
4 180 (36.81%) Investment Management
5 126 (25.77%) Data Science
6 124 (25.36%) Machine Learning
7 120 (24.54%) Mathematics
8 93 (19.02%) Computer Science
9 90 (18.40%) Analytics
10 84 (17.18%) Artificial Intelligence
11 82 (16.77%) CI/CD
12 80 (16.36%) Line Management
13 76 (15.54%) Greeks
14 72 (14.72%) Visualisation
15 71 (14.52%) Natural Language Processing
16 63 (12.88%) Decision-Making
16 63 (12.88%) SDLC
17 62 (12.68%) Continuous Delivery
18 55 (11.25%) Statistics
19 50 (10.22%) Data Pipeline
Programming Languages
1 489 (100.00%) Python
2 223 (45.60%) JavaScript
3 214 (43.76%) TypeScript
4 206 (42.13%) SQL
5 194 (39.67%) Java
6 17 (3.48%) Scala
7 16 (3.27%) C#
8 13 (2.66%) Ruby
9 7 (1.43%) R
9 7 (1.43%) VB
10 6 (1.23%) Bash
10 6 (1.23%) Shell Script
11 3 (0.61%) C++
11 3 (0.61%) Clojure
11 3 (0.61%) Groovy
11 3 (0.61%) MATLAB
11 3 (0.61%) VBA
12 2 (0.41%) C
13 1 (0.20%) Data Analysis Expressions
13 1 (0.20%) Gremlin
Qualifications
1 80 (16.36%) Degree
2 46 (9.41%) Master's Degree
3 35 (7.16%) DBS Check
4 14 (2.86%) Computer Science Degree
5 7 (1.43%) PhD
6 4 (0.82%) Security Cleared
7 2 (0.41%) Numerate Degree
8 1 (0.20%) DV Cleared
8 1 (0.20%) SC Cleared
Quality Assurance & Compliance
1 79 (16.16%) Data Quality
2 6 (1.23%) QA
3 3 (0.61%) MiFID
4 2 (0.41%) Accessibility
System Software
1 30 (6.13%) Docker
Systems Management
1 18 (3.68%) Kubernetes
2 6 (1.23%) Terraform
3 1 (0.20%) Kibana
3 1 (0.20%) logstash
Vendors
1 44 (9.00%) Databricks
2 10 (2.04%) Google
3 7 (1.43%) Alteryx
3 7 (1.43%) Atlassian
3 7 (1.43%) Dataiku
3 7 (1.43%) IBM
3 7 (1.43%) Splunk
4 4 (0.82%) Microsoft
5 3 (0.61%) Bloomberg
5 3 (0.61%) Reuters
5 3 (0.61%) SnapLogic
6 2 (0.41%) Adobe
6 2 (0.41%) Calypso
6 2 (0.41%) Sage
7 1 (0.20%) Hitachi
7 1 (0.20%) Oracle
7 1 (0.20%) SAP
7 1 (0.20%) Vertica