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 26 July 2024, comparing them to the same period in the previous two years.

6 months to
26 Jul 2024
Same period 2023 Same period 2022
Rank 320 604 546
Rank change year-on-year +284 -58 +134
Permanent jobs citing Pandas 752 297 1,059
As % of all permanent jobs advertised in the UK 0.83% 0.37% 0.60%
As % of the Libraries, Frameworks & Software Standards category 4.27% 1.33% 1.53%
Number of salaries quoted 630 250 434
10th Percentile £72,500 £46,250 £50,000
25th Percentile £88,125 £60,000 £62,500
Median annual salary (50th Percentile) £125,000 £78,750 £90,000
Median % change year-on-year +58.73% -12.50% +28.57%
75th Percentile £148,750 £112,500 £119,688
90th Percentile £165,000 £142,500 £135,250
UK excluding London median annual salary £65,000 £60,000 £68,750
% change year-on-year +8.33% -12.73% +30.95%

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 17,601 22,313 69,061
As % of all permanent jobs advertised in the UK 19.48% 27.65% 39.40%
Number of salaries quoted 12,656 16,103 29,822
10th Percentile £36,750 £41,250 £38,000
25th Percentile £46,250 £51,250 £47,500
Median annual salary (50th Percentile) £60,000 £67,500 £65,000
Median % change year-on-year -11.11% +3.85% +13.04%
75th Percentile £80,000 £85,875 £83,000
90th Percentile £105,000 £106,289 £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 26 July 2024.

Salary histogram for Pandas in the UK

Pandas
Top 14 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 26 July 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 +268 713 £125,000 +55.96% 20
London +271 664 £135,000 +50.00% 8
Work from Home +317 630 £135,000 +63.64% 10
UK excluding London -48 83 £65,000 +8.33% 17
Scotland -15 34 - - 2
South West -6 22 £60,000 -2.04% 1
Midlands -23 13 £73,000 +39.05% 3
West Midlands -9 9 £73,000 +39.05% 2
North of England +11 8 £60,000 -14.64% 5
South East -17 6 £78,750 +12.50% 4
North West -6 4 £45,000 -20.00% 3
East Midlands -24 4 - - 1
Yorkshire +58 3 £70,000 -0.82% 1
North East -11 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
1 556 (73.94%) Apache Airflow
2 519 (69.02%) Apache
3 22 (2.93%) Apache Spark
4 7 (0.93%) Luigi
4 7 (0.93%) SAS
Applications
1 3 (0.40%) InDesign
2 1 (0.13%) Microsoft Excel
Business Applications
1 1 (0.13%) Data Workbench
Cloud Services
1 606 (80.59%) AWS
2 540 (71.81%) dbt
3 479 (63.70%) Snowflake
4 318 (42.29%) GCP
5 81 (10.77%) Amazon ECS
6 76 (10.11%) Azure
7 74 (9.84%) Amazon EKS
8 72 (9.57%) Amazon EC2
9 30 (3.99%) Dagster
10 20 (2.66%) Serverless
11 16 (2.13%) AWS Lambda
12 13 (1.73%) GitHub
13 12 (1.60%) Amazon S3
14 8 (1.06%) Cloud Computing
15 7 (0.93%) Amazon SageMaker
15 7 (0.93%) Amazon SQS
15 7 (0.93%) SaaS
15 7 (0.93%) WhatsApp
16 6 (0.80%) AWS CloudFormation
16 6 (0.80%) Power Platform
Communications & Networking
1 5 (0.66%) FTP
Database & Business Intelligence
1 533 (70.88%) Amazon Athena
2 531 (70.61%) Dremio
3 502 (66.76%) Apache Arrow
3 502 (66.76%) Data Lake
4 501 (66.62%) Apache Ignite
5 56 (7.45%) Tableau
6 50 (6.65%) NoSQL
7 23 (3.06%) PostgreSQL
8 21 (2.79%) Big Data
9 13 (1.73%) Amazon Redshift
9 13 (1.73%) Data Warehouse
10 11 (1.46%) MongoDB
11 10 (1.33%) Redis
11 10 (1.33%) SQL Server
12 9 (1.20%) MySQL
12 9 (1.20%) Relational Database
13 8 (1.06%) Bigtable
13 8 (1.06%) DynamoDB
14 7 (0.93%) Elasticsearch
14 7 (0.93%) RethinkDB
Development Applications
1 67 (8.91%) Git
2 4 (0.53%) GitLab
3 3 (0.40%) Cypress.io
3 3 (0.40%) Octopus Deploy
4 2 (0.27%) CircleCI
4 2 (0.27%) Jenkins
4 2 (0.27%) JIRA
5 1 (0.13%) webpack
General
1 642 (85.37%) Finance
2 551 (73.27%) Front Office
3 514 (68.35%) Banking
4 483 (64.23%) Investment Banking
5 83 (11.04%) Social Skills
6 51 (6.78%) Law
7 47 (6.25%) Inclusion and Diversity
8 43 (5.72%) Marketing
9 35 (4.65%) Financial Institution
10 30 (3.99%) Analytical Skills
11 10 (1.33%) Back Office
12 8 (1.06%) Legal
13 1 (0.13%) Influencing Skills
13 1 (0.13%) Presentation Skills
13 1 (0.13%) Publishing
13 1 (0.13%) Retail
13 1 (0.13%) Tech for Good
Job Titles
1 328 (43.62%) Software Engineer
2 257 (34.18%) Python Engineer
3 236 (31.38%) Senior
4 216 (28.72%) AWS Engineer
4 216 (28.72%) Python Software Engineer
5 215 (28.59%) AWS Software Engineer
6 203 (26.99%) Lead
7 179 (23.80%) Developer
8 177 (23.54%) Java Engineer
8 177 (23.54%) Java Software Engineer
9 163 (21.68%) Senior Software Engineer
10 144 (19.15%) Developer/Software Engineer
11 118 (15.69%) Software Developer
12 114 (15.16%) Python Developer
13 107 (14.23%) Architect
13 107 (14.23%) Lead Developer
13 107 (14.23%) Team Leader
14 106 (14.10%) Lead Software Engineer
14 106 (14.10%) Software Team Leader
14 106 (14.10%) Solutions Architect
Libraries, Frameworks & Software Standards
1 630 (83.78%) NumPy
2 538 (71.54%) SciPy
3 509 (67.69%) gRPC
3 509 (67.69%) Protocol Buffers
4 169 (22.47%) PySpark
5 68 (9.04%) scikit-learn
6 56 (7.45%) TensorFlow
7 42 (5.59%) React
8 38 (5.05%) AngularJS
9 28 (3.72%) Vue
10 24 (3.19%) Node.js
11 23 (3.06%) Redux
12 16 (2.13%) FastAPI
13 12 (1.60%) Flask
13 12 (1.60%) PyTorch
14 11 (1.46%) Material-UI
15 10 (1.33%) SQLAlchemy
16 9 (1.20%) REST
17 8 (1.06%) HTML
18 7 (0.93%) CSS
Miscellaneous
1 511 (67.95%) Fixed Income
2 489 (65.03%) Hedge funds
3 488 (64.89%) Equities
4 484 (64.36%) Derivative
4 484 (64.36%) Foreign Exchange (FX)
5 73 (9.71%) Pricing Data
6 64 (8.51%) Algorithms
7 35 (4.65%) Cloud Native
8 34 (4.52%) Market Risk
9 9 (1.20%) Reinsurance
10 6 (0.80%) Data Structures
11 3 (0.40%) Renewable Energy
12 2 (0.27%) Distributed Computing
12 2 (0.27%) Product Ownership
12 2 (0.27%) Self-Motivation
13 1 (0.13%) CUDA
13 1 (0.13%) Enterprise Software
13 1 (0.13%) iPad
13 1 (0.13%) LIMS
13 1 (0.13%) Team-Oriented Environment
Operating Systems
1 8 (1.06%) Linux
2 1 (0.13%) Unix
Processes & Methodologies
1 618 (82.18%) Software Engineering
2 600 (79.79%) Agile
3 549 (73.01%) Asset Management
4 380 (50.53%) Investment Management
5 204 (27.13%) Line Management
6 175 (23.27%) Greeks
7 111 (14.76%) Machine Learning
8 104 (13.83%) Data Science
9 100 (13.30%) Analytics
9 100 (13.30%) Mathematics
10 77 (10.24%) Migration
11 74 (9.84%) Computer Science
12 71 (9.44%) Visualisation
13 70 (9.31%) Artificial Intelligence
14 64 (8.51%) CI/CD
15 61 (8.11%) Statistics
16 59 (7.85%) Decision-Making
17 58 (7.71%) Fintech
18 56 (7.45%) Natural Language Processing
19 55 (7.31%) Data Engineering
Programming Languages
1 752 (100.00%) Python
2 513 (68.22%) JavaScript
3 511 (67.95%) Java
4 510 (67.82%) TypeScript
5 219 (29.12%) SQL
6 18 (2.39%) Scala
7 12 (1.60%) Ruby
8 9 (1.20%) C#
9 5 (0.66%) Clojure
9 5 (0.66%) Groovy
10 4 (0.53%) C++
11 2 (0.27%) Bash
11 2 (0.27%) MATLAB
11 2 (0.27%) Shell Script
11 2 (0.27%) VB
12 1 (0.13%) C
12 1 (0.13%) Go
12 1 (0.13%) R
12 1 (0.13%) VBA
Qualifications
1 99 (13.16%) Degree
2 56 (7.45%) Master's Degree
3 45 (5.98%) DBS Check
4 21 (2.79%) Computer Science Degree
5 7 (0.93%) PhD
6 3 (0.40%) Security Cleared
7 2 (0.27%) Numerate Degree
8 1 (0.13%) DV Cleared
Quality Assurance & Compliance
1 184 (24.47%) Data Quality
2 6 (0.80%) QA
3 5 (0.66%) MiFID
4 1 (0.13%) Accessibility
System Software
1 16 (2.13%) Docker
Systems Management
1 18 (2.39%) Kubernetes
2 11 (1.46%) Terraform
Vendors
1 65 (8.64%) Bloomberg
1 65 (8.64%) Reuters
2 64 (8.51%) Databricks
3 10 (1.33%) Google
4 7 (0.93%) Alteryx
4 7 (0.93%) IBM
5 4 (0.53%) Microsoft
5 4 (0.53%) Splunk
6 3 (0.40%) Adobe
6 3 (0.40%) Dataiku
6 3 (0.40%) SnapLogic
7 2 (0.27%) Atlassian
8 1 (0.13%) Hitachi
8 1 (0.13%) Oracle
8 1 (0.13%) PayPal
8 1 (0.13%) SAP
8 1 (0.13%) Vertica