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 6 June 2024 with a comparison to the same period in the previous 2 years.

6 months to
6 Jun 2024
Same period 2023 Same period 2022
Rank 409 615 553
Rank change year-on-year +206 -62 +122
Permanent jobs citing Pandas 632 362 1,022
As % of all permanent jobs advertised in the UK 0.59% 0.39% 0.60%
As % of the Libraries, Frameworks & Software Standards category 2.90% 1.33% 1.44%
Number of salaries quoted 487 270 435
10th Percentile £66,250 £46,125 £50,000
25th Percentile £85,000 £60,000 £62,500
Median annual salary (50th Percentile) £115,000 £82,500 £87,500
Median % change year-on-year +39.39% -5.71% +25.00%
75th Percentile £148,750 £112,500 £122,500
90th Percentile £165,000 £140,250 £127,500
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 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 21,805 27,260 70,832
As % of all permanent jobs advertised in the UK 20.38% 29.04% 41.39%
Number of salaries quoted 16,126 17,774 30,060
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 6 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 6 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 +171 561 £115,000 +35.29% 96
London +226 494 £132,500 +43.76% 78
Work from Home +231 470 £132,500 +60.61% 36
UK excluding London -36 130 £70,576 +22.74% 20
Scotland -16 64 £70,576 -8.93% 2
South West -19 32 £65,000 +13.04% 4
North of England +25 14 £70,576 +15.23% 3
Midlands -18 12 £73,000 +39.05% 3
West Midlands -34 8 £73,000 +39.05% 2
Yorkshire - 8 £77,788 - 2
South East -39 6 £78,750 +12.50% 7
North West -13 5 £45,000 -26.53% 1
East Midlands -19 4 - - 1
East of England -24 2 £80,001 +6.67% 3
North East - 1 £75,000 -

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
1 377 (59.65%) Apache Airflow
2 358 (56.65%) Apache
3 22 (3.48%) Apache Spark
4 7 (1.11%) SAS
5 6 (0.95%) Luigi
6 1 (0.16%) Jupyter
Applications
1 2 (0.32%) InDesign
1 2 (0.32%) Microsoft Excel
Business Applications
1 1 (0.16%) Data Workbench
Cloud Services
1 432 (68.35%) AWS
2 357 (56.49%) dbt
3 316 (50.00%) Snowflake
4 210 (33.23%) GCP
5 56 (8.86%) Azure
6 21 (3.32%) Amazon ECS
7 20 (3.16%) Serverless
8 15 (2.37%) Amazon S3
8 15 (2.37%) AWS Lambda
9 14 (2.22%) Amazon EKS
9 14 (2.22%) GitHub
10 12 (1.90%) Amazon EC2
11 9 (1.42%) Dagster
12 7 (1.11%) Amazon EMR
12 7 (1.11%) Amazon SageMaker
12 7 (1.11%) Cloud Computing
12 7 (1.11%) Power Platform
13 6 (0.95%) Amazon SQS
13 6 (0.95%) AWS CloudFormation
13 6 (0.95%) SaaS
Communications & Networking
1 4 (0.63%) FTP
2 1 (0.16%) DNS
2 1 (0.16%) Ethernet
2 1 (0.16%) Internet
2 1 (0.16%) RS-232
2 1 (0.16%) TCP/IP
2 1 (0.16%) VPN
Database & Business Intelligence
1 349 (55.22%) Amazon Athena
2 347 (54.91%) Dremio
3 342 (54.11%) Apache Arrow
4 338 (53.48%) Apache Ignite
5 324 (51.27%) Data Lake
6 71 (11.23%) NoSQL
7 57 (9.02%) Tableau
8 20 (3.16%) PostgreSQL
9 19 (3.01%) Data Warehouse
10 18 (2.85%) Big Data
11 16 (2.53%) Amazon Redshift
12 10 (1.58%) Delta Lake
13 9 (1.42%) MongoDB
13 9 (1.42%) Relational Database
14 8 (1.27%) DynamoDB
14 8 (1.27%) QlikView
14 8 (1.27%) SQL Server
15 7 (1.11%) Elasticsearch
15 7 (1.11%) Power BI
15 7 (1.11%) Redis
Development Applications
1 63 (9.97%) Git
2 4 (0.63%) GitLab
2 4 (0.63%) Gradle
3 3 (0.47%) Cypress.io
3 3 (0.47%) JIRA
3 3 (0.47%) Octopus Deploy
4 2 (0.32%) CircleCI
4 2 (0.32%) Jenkins
5 1 (0.16%) webpack
General
1 495 (78.32%) Finance
2 368 (58.23%) Front Office
3 347 (54.91%) Banking
4 319 (50.47%) Investment Banking
5 92 (14.56%) Social Skills
6 72 (11.39%) Law
7 69 (10.92%) Inclusion and Diversity
8 65 (10.28%) Marketing
9 57 (9.02%) Financial Institution
10 31 (4.91%) Analytical Skills
11 15 (2.37%) Back Office
12 8 (1.27%) Legal
13 5 (0.79%) Public Sector
14 2 (0.32%) Presentation Skills
14 2 (0.32%) Publishing
15 1 (0.16%) Influencing Skills
15 1 (0.16%) Retail
Job Titles
1 229 (36.23%) Software Engineer
2 206 (32.59%) Senior
3 178 (28.16%) Python Engineer
4 158 (25.00%) Python Software Engineer
5 154 (24.37%) Lead
6 151 (23.89%) Developer
7 146 (23.10%) AWS Engineer
8 144 (22.78%) AWS Software Engineer
9 120 (18.99%) Senior Software Engineer
10 115 (18.20%) Java Engineer
10 115 (18.20%) Java Software Engineer
11 108 (17.09%) Developer/Software Engineer
12 105 (16.61%) Python Developer
13 93 (14.72%) Data Scientist
14 80 (12.66%) Software Developer
15 70 (11.08%) Senior Data Scientist
15 70 (11.08%) Senior Java Engineer
15 70 (11.08%) Senior Java Software Engineer
16 68 (10.76%) Lead Developer
16 68 (10.76%) Team Leader
Libraries, Frameworks & Software Standards
1 470 (74.37%) NumPy
2 353 (55.85%) SciPy
3 350 (55.38%) gRPC
3 350 (55.38%) Protocol Buffers
4 84 (13.29%) PySpark
5 67 (10.60%) scikit-learn
6 59 (9.34%) TensorFlow
7 50 (7.91%) React
8 43 (6.80%) AngularJS
9 32 (5.06%) Vue
10 23 (3.64%) Node.js
10 23 (3.64%) Redux
11 18 (2.85%) PyTorch
12 17 (2.69%) Flask
13 15 (2.37%) Material-UI
14 14 (2.22%) FastAPI
14 14 (2.22%) XGBoost
15 10 (1.58%) SQLAlchemy
16 9 (1.42%) Django
16 9 (1.42%) SpaCy
Miscellaneous
1 352 (55.70%) Fixed Income
2 328 (51.90%) Equities
3 327 (51.74%) Derivative
4 326 (51.58%) Foreign Exchange (FX)
5 325 (51.42%) Hedge funds
6 61 (9.65%) Algorithms
7 56 (8.86%) Cloud Native
7 56 (8.86%) Market Risk
8 52 (8.23%) Pricing Data
9 24 (3.80%) Data Structures
10 8 (1.27%) Reinsurance
11 3 (0.47%) Product Ownership
11 3 (0.47%) Renewable Energy
12 2 (0.32%) Distributed Computing
12 2 (0.32%) Self-Motivation
13 1 (0.16%) Enterprise Software
13 1 (0.16%) IoT
13 1 (0.16%) iPad
13 1 (0.16%) Smart Home
13 1 (0.16%) Team-Oriented Environment
Operating Systems
1 13 (2.06%) Linux
2 2 (0.32%) Unix
3 1 (0.16%) Embedded Linux
Processes & Methodologies
1 453 (71.68%) Agile
2 451 (71.36%) Software Engineering
3 368 (58.23%) Asset Management
4 285 (45.09%) Investment Management
5 136 (21.52%) Machine Learning
6 131 (20.73%) Data Science
7 128 (20.25%) Greeks
8 124 (19.62%) Line Management
9 123 (19.46%) Mathematics
10 97 (15.35%) Computer Science
11 95 (15.03%) Analytics
12 89 (14.08%) Artificial Intelligence
13 81 (12.82%) Natural Language Processing
14 78 (12.34%) CI/CD
15 75 (11.87%) Visualisation
16 72 (11.39%) Decision-Making
17 64 (10.13%) Statistics
18 60 (9.49%) Continuous Delivery
18 60 (9.49%) SDLC
19 58 (9.18%) Customer Experience
Programming Languages
1 632 (100.00%) Python
2 360 (56.96%) JavaScript
3 350 (55.38%) TypeScript
4 330 (52.22%) Java
5 221 (34.97%) SQL
6 17 (2.69%) Scala
7 12 (1.90%) Ruby
8 10 (1.58%) C#
9 6 (0.95%) Bash
9 6 (0.95%) Shell Script
10 4 (0.63%) Clojure
10 4 (0.63%) Groovy
10 4 (0.63%) R
11 3 (0.47%) C++
11 3 (0.47%) VB
12 2 (0.32%) C
12 2 (0.32%) MATLAB
12 2 (0.32%) VBA
13 1 (0.16%) Rust
Qualifications
1 97 (15.35%) Degree
2 54 (8.54%) Master's Degree
3 45 (7.12%) DBS Check
4 23 (3.64%) Computer Science Degree
5 7 (1.11%) PhD
6 4 (0.63%) Security Cleared
7 2 (0.32%) Numerate Degree
8 1 (0.16%) DV Cleared
8 1 (0.16%) SC Cleared
Quality Assurance & Compliance
1 134 (21.20%) Data Quality
2 6 (0.95%) QA
3 4 (0.63%) MiFID
4 2 (0.32%) Accessibility
System Software
1 24 (3.80%) Docker
Systems Management
1 19 (3.01%) Kubernetes
2 6 (0.95%) Terraform
3 1 (0.16%) Kibana
3 1 (0.16%) logstash
Vendors
1 60 (9.49%) Databricks
2 16 (2.53%) Bloomberg
2 16 (2.53%) Reuters
3 12 (1.90%) Google
4 7 (1.11%) Alteryx
4 7 (1.11%) Dataiku
4 7 (1.11%) IBM
5 5 (0.79%) Microsoft
5 5 (0.79%) Splunk
6 3 (0.47%) Atlassian
6 3 (0.47%) SnapLogic
7 2 (0.32%) Adobe
7 2 (0.32%) Calypso
8 1 (0.16%) Hitachi
8 1 (0.16%) Oracle
8 1 (0.16%) SAP
8 1 (0.16%) Vertica