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 28 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
28 Apr 2024
Same period 2023 Same period 2022
Rank 243 331 444
Rank change year-on-year +88 +113 -44
Contract jobs citing Pandas 103 141 184
As % of all contract jobs with a WFH option 0.67% 0.55% 0.41%
As % of the Libraries, Frameworks & Software Standards category 2.83% 2.16% 1.39%
Number of daily rates quoted 91 104 106
10th Percentile £550 £425 £400
25th Percentile £700 £485 £463
Median daily rate (50th Percentile) £800 £688 £550
Median % change year-on-year +16.36% +25.00% -4.35%
75th Percentile £888 £880 £675
90th Percentile - £1,025 £750
UK median daily rate £750 £675 £600
% change year-on-year +11.11% +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 3,643 6,514 13,221
As % of all contract jobs with a WFH option 23.84% 25.19% 29.65%
Number of daily rates quoted 2,538 4,853 9,766
10th Percentile £331 £394 £394
25th Percentile £428 £450 £450
Median daily rate (50th Percentile) £525 £540 £543
Median % change year-on-year -2.78% -0.46% +13.02%
75th Percentile £650 £663 £638
90th Percentile £775 £753 £725
UK median daily rate £525 £550 £550
% change year-on-year -4.55% - +10.00%
Number of hourly rates quoted 89 80 120
10th Percentile £25.80 £22.50 £21.00
25th Percentile - £42.13 £35.00
Median hourly rate £43.00 £63.25 £49.00
Median % change year-on-year -32.02% +29.08% +8.89%
75th Percentile £60.00 £75.00 £60.00
90th Percentile £72.50 £80.25 £67.80
UK median hourly rate £46.18 £65.00 £49.00
% change year-on-year -28.95% +32.65% +8.89%

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 28 April 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 74 (71.84%) Apache Airflow
2 68 (66.02%) Apache
3 7 (6.80%) Apache Spark
4 4 (3.88%) Luigi
5 2 (1.94%) Jupyter
Applications
1 1 (0.97%) CPLEX
Cloud Services
1 81 (78.64%) AWS
2 68 (66.02%) dbt
3 51 (49.51%) GCP
4 50 (48.54%) Snowflake
5 27 (26.21%) Azure
6 6 (5.83%) Azure Data Factory
7 3 (2.91%) GitHub
7 3 (2.91%) Power Platform
8 2 (1.94%) Amazon S3
8 2 (1.94%) Azure DevOps
8 2 (1.94%) Azure Synapse Analytics
9 1 (0.97%) Amazon EMR
9 1 (0.97%) AWS Lambda
9 1 (0.97%) Azure Cosmos DB
9 1 (0.97%) Azure Machine Learning
9 1 (0.97%) Azure Monitor
9 1 (0.97%) Serverless
Communications & Networking
1 1 (0.97%) HTTP
1 1 (0.97%) SSL
Database & Business Intelligence
1 67 (65.05%) Amazon Athena
1 67 (65.05%) Apache Arrow
1 67 (65.05%) Apache Ignite
1 67 (65.05%) Dremio
2 50 (48.54%) Data Lake
3 5 (4.85%) PostgreSQL
4 3 (2.91%) NoSQL
4 3 (2.91%) Power BI
5 2 (1.94%) SQL Server
6 1 (0.97%) Amazon RDS
6 1 (0.97%) Amazon Redshift
6 1 (0.97%) Apache Hive
6 1 (0.97%) Big Data
6 1 (0.97%) BusinessObjects
6 1 (0.97%) Data Mining
6 1 (0.97%) Data Warehouse
6 1 (0.97%) DynamoDB
6 1 (0.97%) Hadoop
Development Applications
1 5 (4.85%) GitLab
2 4 (3.88%) Git
3 2 (1.94%) JIRA
4 1 (0.97%) Jenkins
4 1 (0.97%) Robot Framework
4 1 (0.97%) Selenium
General
1 77 (74.76%) Finance
2 76 (73.79%) Front Office
3 64 (62.14%) Banking
4 63 (61.17%) Investment Banking
5 9 (8.74%) Social Skills
6 6 (5.83%) Marketing
7 3 (2.91%) Analytical Skills
7 3 (2.91%) Presentation Skills
8 2 (1.94%) Public Sector
8 2 (1.94%) Retail
9 1 (0.97%) Corporate Banking
9 1 (0.97%) Electronics
9 1 (0.97%) Manufacturing
9 1 (0.97%) Publishing
9 1 (0.97%) Retail Banking
Job Titles
1 54 (52.43%) Software Engineer
2 45 (43.69%) Developer
3 38 (36.89%) Developer/Software Engineer
4 36 (34.95%) Python Engineer
5 34 (33.01%) Python Software Engineer
6 31 (30.10%) Senior
7 30 (29.13%) Python Developer
8 29 (28.16%) Lead
9 27 (26.21%) AWS Engineer
9 27 (26.21%) AWS Software Engineer
10 25 (24.27%) Senior Software Engineer
11 23 (22.33%) Software Developer
12 22 (21.36%) Java Engineer
12 22 (21.36%) Java Software Engineer
13 18 (17.48%) Lead Developer
13 18 (17.48%) Lead Software Developer
13 18 (17.48%) Lead Software Engineer
13 18 (17.48%) Software Team Leader
13 18 (17.48%) Team Leader
14 12 (11.65%) Java Developer
Libraries, Frameworks & Software Standards
1 76 (73.79%) NumPy
2 74 (71.84%) gRPC
2 74 (71.84%) Protocol Buffers
3 70 (67.96%) SciPy
4 13 (12.62%) React
5 12 (11.65%) AngularJS
5 12 (11.65%) Vue
6 7 (6.80%) Material-UI
7 5 (4.85%) Node.js
7 5 (4.85%) Redux
7 5 (4.85%) scikit-learn
8 4 (3.88%) Flask
9 3 (2.91%) PySpark
10 2 (1.94%) Matplotlib
10 2 (1.94%) pytest
10 2 (1.94%) PyTorch
10 2 (1.94%) TensorFlow
10 2 (1.94%) XGBoost
11 1 (0.97%) Kafka
11 1 (0.97%) REST
Miscellaneous
1 69 (66.99%) Fixed Income
2 64 (62.14%) Derivative
2 64 (62.14%) Equities
3 63 (61.17%) Foreign Exchange (FX)
4 57 (55.34%) Hedge funds
5 5 (4.85%) Algorithms
5 5 (4.85%) Multi-touch
6 4 (3.88%) Pricing Data
7 3 (2.91%) Data Structures
8 1 (0.97%) Distributed Computing
Operating Systems
1 4 (3.88%) Linux
2 1 (0.97%) Mac OS
2 1 (0.97%) Unix
Processes & Methodologies
1 75 (72.82%) Asset Management
1 75 (72.82%) Software Engineering
2 71 (68.93%) Agile
3 59 (57.28%) Investment Management
4 24 (23.30%) Line Management
5 22 (21.36%) Analytics
5 22 (21.36%) Greeks
6 15 (14.56%) Data Science
7 13 (12.62%) Data Architecture
7 13 (12.62%) Machine Learning
8 9 (8.74%) Data Pipeline
9 8 (7.77%) Computer Science
9 8 (7.77%) Data Analysis
9 8 (7.77%) Mathematics
10 7 (6.80%) Mentoring
10 7 (6.80%) Problem-Solving
10 7 (6.80%) Validation
11 6 (5.83%) Data Collection
11 6 (5.83%) Fintech
11 6 (5.83%) Product Management
Programming Languages
1 103 (100.00%) Python
2 75 (72.82%) TypeScript
3 74 (71.84%) JavaScript
4 64 (62.14%) Java
5 15 (14.56%) SQL
6 8 (7.77%) Ruby
6 8 (7.77%) Scala
7 5 (4.85%) R
8 4 (3.88%) Bicep
8 4 (3.88%) C#
9 1 (0.97%) C++
9 1 (0.97%) Rust
Qualifications
1 6 (5.83%) Degree
2 3 (2.91%) PhD
3 1 (0.97%) Computer Science Degree
3 1 (0.97%) Master's Degree
Quality Assurance & Compliance
1 23 (22.33%) Data Quality
2 1 (0.97%) Accessibility
2 1 (0.97%) JSP 440
2 1 (0.97%) NCSC
System Software
1 7 (6.80%) Docker
Systems Management
1 2 (1.94%) Terraform
2 1 (0.97%) Kubernetes
Vendors
1 3 (2.91%) Microsoft
2 2 (1.94%) Google
3 1 (0.97%) Atlassian