Pandas Contracts with Work from Home Options

Pandas
UK > Work from Home

The table below provides summary statistics for contract job vacancies with an option to work from home (WFH) and 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 9 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
9 May 2024
Same period 2023 Same period 2022
Rank 228 332 447
Rank change year-on-year +104 +115 -48
Contract jobs citing Pandas 114 137 172
As % of all contract jobs with a WFH option 0.76% 0.55% 0.39%
As % of the Libraries, Frameworks & Software Standards category 3.14% 2.16% 1.32%
Number of daily rates quoted 104 101 97
10th Percentile £574 £425 £403
25th Percentile £700 £493 £463
Median daily rate (50th Percentile) £800 £700 £550
Median % change year-on-year +14.29% +27.27% -4.35%
75th Percentile £888 £899 £675
90th Percentile - £1,025 £750
UK median daily rate £800 £675 £600
% change year-on-year +18.52% +12.50% +9.09%
Number of hourly rates quoted 0 0 3
Median hourly rate - - £49.75
UK median hourly rate £62.50 - £49.75
% change year-on-year - - +0.35%

All Software Libraries and Frameworks
Work from Home

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 with a WFH option and 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 3,636 6,344 12,982
As % of all contract jobs with a WFH option 24.12% 25.29% 29.59%
Number of daily rates quoted 2,551 4,723 9,580
10th Percentile £331 £399 £400
25th Percentile £430 £450 £450
Median daily rate (50th Percentile) £525 £540 £550
Median % change year-on-year -2.78% -1.82% +12.82%
75th Percentile £650 £656 £638
90th Percentile £788 £750 £730
UK median daily rate £534 £550 £550
% change year-on-year -2.91% - +10.00%
Number of hourly rates quoted 93 80 116
10th Percentile £24.45 £22.50 £21.00
25th Percentile - £43.60 £35.00
Median hourly rate £43.00 £62.50 £49.00
Median % change year-on-year -31.20% +27.55% +8.89%
75th Percentile £62.00 £75.00 £60.31
90th Percentile £72.50 £80.25 £67.65
UK median hourly rate £47.50 £65.00 £49.75
% change year-on-year -26.92% +30.65% +10.56%

Pandas
Trend for Jobs with a WFH Option

Job vacancies with a work from home option citing Pandas as a proportion of all IT jobs advertised.

Pandas trend for jobs with a WFH option

Pandas
Daily Rate Trend for Jobs with a WFH Option

3-month moving average daily rate quoted in job vacancies with a work from home option citing Pandas.

Pandas daily rate for jobs with a WFH option

Pandas
Daily Rate Histogram for Jobs with a WFH Option

Daily rate distribution for jobs with a work from home option citing Pandas over the 6 months to 9 May 2024.

Pandas daily rate histogram for jobs with a WFH option

Pandas
Hourly Rate Trend for Jobs with a WFH Option

3-month moving average hourly rate quoted in job vacancies with a work from home option citing Pandas.

Pandas hourly rate for jobs with a WFH option

Pandas
Co-occurring Skills and Capabilities with WFH Options 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 87 (76.32%) Apache Airflow
2 81 (71.05%) Apache
3 6 (5.26%) Apache Spark
4 4 (3.51%) Luigi
5 3 (2.63%) Jupyter
Applications
1 1 (0.88%) CPLEX
Cloud Services
1 92 (80.70%) AWS
2 82 (71.93%) dbt
3 66 (57.89%) Snowflake
4 54 (47.37%) GCP
5 26 (22.81%) Azure
6 6 (5.26%) Azure Data Factory
7 3 (2.63%) GitHub
7 3 (2.63%) Power Platform
8 2 (1.75%) Azure DevOps
8 2 (1.75%) Azure Synapse Analytics
9 1 (0.88%) Azure Cosmos DB
9 1 (0.88%) Azure Machine Learning
9 1 (0.88%) Azure Monitor
Communications & Networking
1 1 (0.88%) HTTP
1 1 (0.88%) SSL
Database & Business Intelligence
1 81 (71.05%) Amazon Athena
1 81 (71.05%) Apache Arrow
1 81 (71.05%) Apache Ignite
1 81 (71.05%) Dremio
2 66 (57.89%) Data Lake
3 4 (3.51%) PostgreSQL
4 3 (2.63%) Power BI
5 2 (1.75%) NoSQL
6 1 (0.88%) BusinessObjects
6 1 (0.88%) Data Mining
6 1 (0.88%) Data Warehouse
6 1 (0.88%) SQL Server
Development Applications
1 5 (4.39%) GitLab
2 3 (2.63%) Git
3 2 (1.75%) JIRA
4 1 (0.88%) Jenkins
4 1 (0.88%) Robot Framework
4 1 (0.88%) Selenium
General
1 90 (78.95%) Finance
2 89 (78.07%) Front Office
3 77 (67.54%) Banking
4 76 (66.67%) Investment Banking
5 9 (7.89%) Social Skills
6 6 (5.26%) Marketing
7 3 (2.63%) Analytical Skills
7 3 (2.63%) Presentation Skills
7 3 (2.63%) Retail
8 2 (1.75%) Public Sector
9 1 (0.88%) Corporate Banking
9 1 (0.88%) Manufacturing
9 1 (0.88%) Publishing
9 1 (0.88%) Retail Banking
Job Titles
1 63 (55.26%) Software Engineer
2 44 (38.60%) Developer
3 43 (37.72%) Python Engineer
4 41 (35.96%) Python Software Engineer
5 39 (34.21%) Developer/Software Engineer
6 38 (33.33%) Senior
7 35 (30.70%) Lead
8 33 (28.95%) AWS Engineer
8 33 (28.95%) AWS Software Engineer
9 32 (28.07%) Senior Software Engineer
10 29 (25.44%) Java Engineer
10 29 (25.44%) Java Software Engineer
10 29 (25.44%) Python Developer
11 26 (22.81%) Software Developer
12 22 (19.30%) Lead Developer
12 22 (19.30%) Lead Software Developer
12 22 (19.30%) Lead Software Engineer
12 22 (19.30%) Software Team Leader
12 22 (19.30%) Team Leader
13 17 (14.91%) Senior Java Engineer
Libraries, Frameworks & Software Standards
1 88 (77.19%) NumPy
2 87 (76.32%) gRPC
2 87 (76.32%) Protocol Buffers
3 84 (73.68%) SciPy
4 13 (11.40%) React
5 12 (10.53%) AngularJS
5 12 (10.53%) Vue
6 6 (5.26%) Material-UI
6 6 (5.26%) Node.js
6 6 (5.26%) Redux
7 4 (3.51%) Flask
7 4 (3.51%) scikit-learn
8 3 (2.63%) Matplotlib
8 3 (2.63%) XGBoost
9 2 (1.75%) PySpark
9 2 (1.75%) pytest
9 2 (1.75%) PyTorch
9 2 (1.75%) TensorFlow
10 1 (0.88%) Django
10 1 (0.88%) SQLAlchemy
Miscellaneous
1 85 (74.56%) Fixed Income
2 79 (69.30%) Derivative
3 78 (68.42%) Equities
3 78 (68.42%) Foreign Exchange (FX)
4 73 (64.04%) Hedge funds
5 8 (7.02%) Pricing Data
6 5 (4.39%) Multi-touch
7 4 (3.51%) Algorithms
7 4 (3.51%) Data Structures
Operating Systems
1 4 (3.51%) Linux
2 1 (0.88%) Mac OS
2 1 (0.88%) Unix
Processes & Methodologies
1 88 (77.19%) Asset Management
2 87 (76.32%) Software Engineering
3 84 (73.68%) Agile
4 70 (61.40%) Investment Management
5 30 (26.32%) Line Management
6 28 (24.56%) Greeks
7 18 (15.79%) Analytics
8 14 (12.28%) Data Science
9 13 (11.40%) Machine Learning
10 10 (8.77%) Data Architecture
11 9 (7.89%) Data Analysis
12 8 (7.02%) Computer Science
12 8 (7.02%) Data Pipeline
13 7 (6.14%) Fintech
13 7 (6.14%) Mathematics
13 7 (6.14%) Mentoring
13 7 (6.14%) Problem-Solving
13 7 (6.14%) Validation
14 6 (5.26%) Product Management
14 6 (5.26%) Statistical Modelling
Programming Languages
1 114 (100.00%) Python
2 87 (76.32%) JavaScript
2 87 (76.32%) TypeScript
3 76 (66.67%) Java
4 13 (11.40%) SQL
5 7 (6.14%) Ruby
5 7 (6.14%) Scala
6 5 (4.39%) R
7 4 (3.51%) Bicep
7 4 (3.51%) C#
8 1 (0.88%) C++
8 1 (0.88%) Rust
Qualifications
1 5 (4.39%) Degree
2 3 (2.63%) PhD
3 1 (0.88%) Master's Degree
Quality Assurance & Compliance
1 29 (25.44%) Data Quality
2 1 (0.88%) Accessibility
2 1 (0.88%) JSP 440
2 1 (0.88%) NCSC
System Software
1 6 (5.26%) Docker
Systems Management
1 2 (1.75%) Terraform
Vendors
1 3 (2.63%) Microsoft
2 2 (1.75%) Google
3 1 (0.88%) Atlassian