Pandas Contracts in England

Pandas
UK > England

The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Pandas skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Pandas over the 6 months to 17 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
17 May 2024
Same period 2023 Same period 2022
Rank 329 402 431
Rank change year-on-year +73 +29 +70
Contract jobs citing Pandas 215 264 381
As % of all contract jobs advertised in England 0.59% 0.55% 0.54%
As % of the Libraries, Frameworks & Software Standards category 2.86% 2.40% 2.02%
Number of daily rates quoted 184 183 265
10th Percentile £488 £425 £425
25th Percentile £619 £500 £525
Median daily rate (50th Percentile) £800 £700 £600
Median % change year-on-year +14.29% +16.67% +9.09%
75th Percentile £888 £860 £675
90th Percentile - £1,020 £750
UK median daily rate £800 £675 £600
% change year-on-year +18.52% +12.50% +9.09%
Number of hourly rates quoted 3 0 6
10th Percentile - - £48.00
25th Percentile £58.75 - -
Median hourly rate £62.50 - £49.75
75th Percentile £66.25 - £56.26
90th Percentile - - £61.59
UK median hourly rate £62.50 - £49.75
% change year-on-year - - +0.35%

All Software Libraries and Frameworks
England

Pandas is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in England with a requirement for technical specification, industry standards, software libraries and framework skills.

Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 7,516 11,017 18,894
As % of all contract IT jobs advertised in England 20.62% 22.89% 26.87%
Number of daily rates quoted 5,339 8,180 14,181
10th Percentile £350 £400 £400
25th Percentile £431 £463 £463
Median daily rate (50th Percentile) £550 £560 £570
Median % change year-on-year -1.79% -1.75% +14.00%
75th Percentile £675 £688 £675
90th Percentile £788 £788 £763
UK median daily rate £535 £550 £550
% change year-on-year -2.73% - +10.00%
Number of hourly rates quoted 230 129 213
10th Percentile £22.42 £25.75 £23.00
25th Percentile £43.00 £51.25 £35.00
Median hourly rate £47.50 £65.00 £50.00
Median % change year-on-year -26.92% +30.00% +11.11%
75th Percentile £65.95 £75.00 £67.50
90th Percentile £75.00 £80.25 £77.00
UK median hourly rate £47.50 £65.00 £50.00
% change year-on-year -26.92% +30.00% +11.11%

Pandas
Job Vacancy Trend in England

Job postings citing Pandas as a proportion of all IT jobs advertised in England.

Job vacancy trend for Pandas in England

Pandas
Contractor Daily Rate Trend in England

3-month moving average daily rate quoted in jobs citing Pandas in England.

Daily rate trend for Pandas in England

Pandas
Daily Rate Histogram in England

Daily rate distribution for jobs citing Pandas in England over the 6 months to 17 May 2024.

Daily rate histogram for Pandas in England

Pandas
Contractor Hourly Rate Trend in England

3-month moving average hourly rates quoted in jobs citing Pandas in England.

Hourly rate trend for Pandas in England

Pandas
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Pandas within the England region over the 6 months to 17 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
London +56 200 £800 +14.29% 86
East of England - 5 £458 - 6
Midlands +32 4 £550 +10.00% 8
West Midlands +27 4 £550 +10.00% 6
South East +6 4 £663 -17.83% 19
South West -11 1 £275 -44.86% 6
Pandas
UK

Pandas
Co-occurring Skills and Capabilities in England 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
1 124 (57.67%) Apache Airflow
2 110 (51.16%) Apache
3 6 (2.79%) Tornado
4 5 (2.33%) Jupyter
5 4 (1.86%) Luigi
6 3 (1.40%) Apache Spark
Applications
1 1 (0.47%) CPLEX
Business Applications
1 1 (0.47%) Endur
Cloud Services
1 139 (64.65%) AWS
2 109 (50.70%) dbt
3 87 (40.47%) Snowflake
4 83 (38.60%) GCP
5 42 (19.53%) Azure
6 13 (6.05%) GitHub
7 11 (5.12%) Azure DevOps
8 9 (4.19%) Serverless
9 6 (2.79%) Amazon S3
9 6 (2.79%) Azure Key Vault
9 6 (2.79%) Vertex AI
10 5 (2.33%) Azure Data Factory
10 5 (2.33%) Dagster
11 3 (1.40%) Azure Cosmos DB
11 3 (1.40%) Azure Monitor
11 3 (1.40%) Power Platform
12 2 (0.93%) Amazon ECS
12 2 (0.93%) Amazon Kinesis
12 2 (0.93%) Cloud Computing
13 1 (0.47%) AWS CloudFormation
Communications & Networking
1 1 (0.47%) FTP
1 1 (0.47%) HTTP
1 1 (0.47%) SSL
Database & Business Intelligence
1 105 (48.84%) Amazon Athena
2 104 (48.37%) Apache Arrow
2 104 (48.37%) Apache Ignite
2 104 (48.37%) Dremio
3 86 (40.00%) Data Lake
4 16 (7.44%) NoSQL
5 12 (5.58%) Big Data
6 7 (3.26%) PostgreSQL
6 7 (3.26%) SQL Server
7 6 (2.79%) BigQuery
8 4 (1.86%) Amazon Aurora
9 3 (1.40%) BusinessObjects
9 3 (1.40%) Power BI
10 2 (0.93%) Amazon RDS
10 2 (0.93%) Data Mining
10 2 (0.93%) Relational Database
11 1 (0.47%) Amazon Redshift
11 1 (0.47%) DynamoDB
11 1 (0.47%) Flink
11 1 (0.47%) Neo4j
Development Applications
1 17 (7.91%) Git
2 7 (3.26%) MLflow
3 5 (2.33%) GitLab
4 4 (1.86%) Mercurial
5 3 (1.40%) Jenkins
6 2 (0.93%) Cypress.io
6 2 (0.93%) webpack
7 1 (0.47%) JIRA
7 1 (0.47%) Poetry
7 1 (0.47%) Robot Framework
7 1 (0.47%) Selenium
General
1 143 (66.51%) Finance
2 133 (61.86%) Front Office
3 106 (49.30%) Banking
4 98 (45.58%) Investment Banking
5 15 (6.98%) Social Skills
6 13 (6.05%) Analytical Skills
7 6 (2.79%) Presentation Skills
8 5 (2.33%) Multimedia
9 4 (1.86%) Marketing
9 4 (1.86%) Retail
10 3 (1.40%) Inclusion and Diversity
11 2 (0.93%) Law
11 2 (0.93%) Manufacturing
11 2 (0.93%) Tech for Good
12 1 (0.47%) Corporate Banking
12 1 (0.47%) Publishing
12 1 (0.47%) Retail Banking
Job Titles
1 81 (37.67%) Developer
2 79 (36.74%) Software Engineer
3 71 (33.02%) Python Engineer
4 63 (29.30%) Senior
5 56 (26.05%) Python Developer
6 51 (23.72%) Python Software Engineer
7 46 (21.40%) AWS Engineer
8 45 (20.93%) Developer/Software Engineer
9 41 (19.07%) AWS Software Engineer
10 39 (18.14%) Senior Software Engineer
11 38 (17.67%) Lead
12 33 (15.35%) Java Engineer
12 33 (15.35%) Java Software Engineer
13 32 (14.88%) Software Developer
14 24 (11.16%) Architect
14 24 (11.16%) Lead Developer
14 24 (11.16%) Lead Software Engineer
14 24 (11.16%) Software Team Leader
14 24 (11.16%) Solutions Architect
14 24 (11.16%) Team Leader
Libraries, Frameworks & Software Standards
1 173 (80.47%) NumPy
2 136 (63.26%) SciPy
3 114 (53.02%) gRPC
4 110 (51.16%) Protocol Buffers
5 26 (12.09%) React
6 18 (8.37%) scikit-learn
7 15 (6.98%) Flask
7 15 (6.98%) Node.js
8 14 (6.51%) AngularJS
9 13 (6.05%) PySpark
9 13 (6.05%) Vue
10 12 (5.58%) TensorFlow
11 10 (4.65%) Matplotlib
12 9 (4.19%) Redux
12 9 (4.19%) REST
13 8 (3.72%) Django
13 8 (3.72%) Kafka
13 8 (3.72%) Material-UI
13 8 (3.72%) pytest
14 7 (3.26%) FastAPI
Miscellaneous
1 115 (53.49%) Derivative
2 109 (50.70%) Fixed Income
3 101 (46.98%) Equities
4 97 (45.12%) Foreign Exchange (FX)
5 94 (43.72%) Hedge funds
6 20 (9.30%) Algorithms
7 10 (4.65%) Pricing Data
8 8 (3.72%) Data Structures
9 6 (2.79%) Analytical Mindset
10 4 (1.86%) Distributed Systems
10 4 (1.86%) Renewable Energy
10 4 (1.86%) Social Media
10 4 (1.86%) Solar Panel
11 2 (0.93%) Multi-touch
12 1 (0.47%) Data Protection Act
12 1 (0.47%) Hybrid Cloud
12 1 (0.47%) Linux Command Line
12 1 (0.47%) Product Ownership
Operating Systems
1 6 (2.79%) Linux
2 4 (1.86%) Windows
3 1 (0.47%) Mac OS
Processes & Methodologies
1 148 (68.84%) Software Engineering
2 126 (58.60%) Agile
3 113 (52.56%) Asset Management
4 86 (40.00%) Investment Management
5 44 (20.47%) Line Management
6 42 (19.53%) CI/CD
7 35 (16.28%) Data Pipeline
8 33 (15.35%) Mathematics
9 32 (14.88%) Artificial Intelligence
10 31 (14.42%) Greeks
10 31 (14.42%) Machine Learning
11 30 (13.95%) DevOps
12 29 (13.49%) Analytics
13 26 (12.09%) Data Science
14 22 (10.23%) Computer Science
15 20 (9.30%) Test Automation
16 19 (8.84%) Mathematical Modelling
17 18 (8.37%) Visualisation
18 14 (6.51%) Data Modelling
19 12 (5.58%) Problem-Solving
Programming Languages
1 215 (100.00%) Python
2 121 (56.28%) JavaScript
3 115 (53.49%) TypeScript
4 110 (51.16%) Java
5 55 (25.58%) SQL
6 19 (8.84%) C++
7 12 (5.58%) C#
7 12 (5.58%) Rust
8 9 (4.19%) Scala
9 7 (3.26%) Ruby
10 4 (1.86%) Bicep
11 2 (0.93%) R
12 1 (0.47%) Bash
12 1 (0.47%) Clojure
12 1 (0.47%) Groovy
12 1 (0.47%) Shell Script
Qualifications
1 21 (9.77%) Degree
2 7 (3.26%) Master's Degree
3 6 (2.79%) Computer Science Degree
4 2 (0.93%) PhD
4 2 (0.93%) Security Cleared
5 1 (0.47%) DV Cleared
5 1 (0.47%) Numerate Degree
5 1 (0.47%) SC Cleared
Quality Assurance & Compliance
1 35 (16.28%) Data Quality
2 1 (0.47%) Accessibility
2 1 (0.47%) Actionable Recommendations
2 1 (0.47%) JSP 440
2 1 (0.47%) MiFID
2 1 (0.47%) NCSC
2 1 (0.47%) WCAG
System Software
1 13 (6.05%) Docker
Systems Management
1 17 (7.91%) Kubernetes
2 7 (3.26%) Terraform
3 6 (2.79%) Kubeflow
4 4 (1.86%) Argo
5 2 (0.93%) Ansible
Vendors
1 8 (3.72%) Databricks
2 5 (2.33%) Confluent
3 4 (1.86%) Microsoft
4 3 (1.40%) Google
5 1 (0.47%) Atlassian
5 1 (0.47%) Bloomberg
5 1 (0.47%) Cloudera
5 1 (0.47%) OpenLink
5 1 (0.47%) Palantir
5 1 (0.47%) Reuters
5 1 (0.47%) SAP
5 1 (0.47%) Sun