Period
to 23 January 2022

The following table provides summary statistics for contract job vacancies with a requirement for Jupyter skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Jupyter over the 6 months to 23 January 2022 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Jupyter (JupyterHub, JupyterLab)
UK
6 months to
23 Jan 2022
Same period 2021 Same period 2020
Rank 737 547 654
Rank change year-on-year -190 +107 +177
Contract jobs citing Jupyter 103 58 101
As % of all contract jobs advertised in the UK 0.12% 0.14% 0.14%
As % of the Application Platforms category 0.96% 0.96% 0.97%
Number of daily rates quoted 72 34 81
10th Percentile £463 £366 £400
25th Percentile £500 £413 £463
Median daily rate (50th Percentile) £530 £550 £525
Median % change year-on-year -3.64% +4.76% +0.96%
75th Percentile £641 £600 £625
90th Percentile £750 £646 £675
UK excluding London median daily rate £613 £433 £550
% change year-on-year +41.62% -21.36% +4.76%
Number of hourly rates quoted 2 1 0
10th Percentile - - -
25th Percentile £18.60 - -
Median hourly rate £19.20 £55.00 -
Median % change year-on-year -65.09% - -
75th Percentile £19.80 - -
90th Percentile - - -
UK excluding London median hourly rate - - -

Jupyter is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies with a requirement for application platform skills.

All Application Platform Skills
UK
Contract vacancies with a requirement for application platform skills 10,675 6,023 10,390
As % of all contract IT jobs advertised in the UK 12.39% 14.49% 14.34%
Number of daily rates quoted 7,342 4,099 6,913
10th Percentile £313 £275 £250
25th Percentile £413 £363 £363
Median daily rate (50th Percentile) £525 £475 £450
Median % change year-on-year +10.53% +5.56% -4.76%
75th Percentile £625 £564 £550
90th Percentile £700 £650 £638
UK excluding London median daily rate £454 £428 £425
% change year-on-year +5.96% +0.71% -
Number of hourly rates quoted 167 172 232
10th Percentile £14.25 £14.05 £11.02
25th Percentile £16.68 £18.83 £14.21
Median hourly rate £24.36 £27.23 £19.75
Median % change year-on-year -10.54% +37.87% +5.33%
75th Percentile £51.00 £57.17 £36.70
90th Percentile £65.50 £64.50 £51.75
UK excluding London median hourly rate £19.00 £24.00 £18.00
% change year-on-year -20.83% +33.33% +2.86%

Jupyter
Job Vacancy Trend

Job postings citing Jupyter as a proportion of all IT jobs advertised.

Job vacancy trend for Jupyter in the UK

Jupyter
Contractor Daily Rate Trend

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

Daily rate trend for Jupyter in the UK

Jupyter
Daily Rate Histogram

Daily rate distribution for jobs citing Jupyter over the 6 months to 23 January 2022.

Daily rate histogram for Jupyter in the UK

Jupyter
Contractor Hourly Rate Trend

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

Hourly rate trend for Jupyter in the UK

Jupyter
Top 9 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Jupyter within the UK over the 6 months to 23 January 2022. 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
England -173 65 £569 +3.41% 12
London -165 54 £550 +10.00% 9
Work from Home -118 47 £500 -16.67% 2
UK excluding London -121 7 £613 +41.62% 3
South West -49 3 £700 +7.69%
Wales -28 2 £650 +50.29%
North of England -56 1 £563 -
East of England - 1 £225 - 2
North West - 1 £563 -

For the 6 months to 23 January 2022, IT contractor jobs citing Jupyter also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads with a requirement for Jupyter.

1 85 (82.52%) Python
2 60 (58.25%) AWS
3 56 (54.37%) Agile Software Development
4 50 (48.54%) SQL
5 45 (43.69%) Pandas
6 43 (41.75%) Data Science
7 41 (39.81%) DevOps
7 41 (39.81%) Finance
8 38 (36.89%) Data Engineering
9 35 (33.98%) Analytics
9 35 (33.98%) Data Visualisation
9 35 (33.98%) Visualisation
10 32 (31.07%) Apache Spark
11 30 (29.13%) Azure
12 27 (26.21%) CI/CD
13 26 (25.24%) Analytical Skills
13 26 (25.24%) NumPy
13 26 (25.24%) Machine Learning
14 25 (24.27%) scikit-learn
14 25 (24.27%) Data Pipeline
15 24 (23.30%) Terraform
15 24 (23.30%) Business Intelligence
16 23 (22.33%) Scrum
16 23 (22.33%) Statistics
17 22 (21.36%) Apache
17 22 (21.36%) R
18 21 (20.39%) Serverless
19 19 (18.45%) Social Skills
19 19 (18.45%) JIRA
20 18 (17.48%) Banking

Jupyter
Co-occurring IT Skills by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 32 (31.07%) Apache Spark
2 22 (21.36%) Apache
3 15 (14.56%) Apache Airflow
4 7 (6.80%) Confluence
5 4 (3.88%) SAS
6 2 (1.94%) Elasticsearch
7 1 (0.97%) Camunda
Applications
1 13 (12.62%) Microsoft Excel
2 1 (0.97%) Microsoft PowerPoint
2 1 (0.97%) PrintSoft PReS
Business Applications
1 1 (0.97%) Sprinklr
Cloud Services
1 60 (58.25%) AWS
2 30 (29.13%) Azure
3 21 (20.39%) Serverless
4 16 (15.53%) Amazon SageMaker
4 16 (15.53%) Power Platform
5 15 (14.56%) Amazon S3
6 13 (12.62%) AWS Lambda
7 12 (11.65%) AWS Step Functions
8 11 (10.68%) Amazon EMR
9 8 (7.77%) dbt
10 7 (6.80%) AWS CodeBuild
10 7 (6.80%) AWS CodePipeline
10 7 (6.80%) GCP
11 6 (5.83%) Snowflake
12 4 (3.88%) Amazon Kinesis
12 4 (3.88%) AWS CloudFormation
12 4 (3.88%) AWS CodeDeploy
12 4 (3.88%) Virtual Private Cloud
13 3 (2.91%) Amazon Cognito
13 3 (2.91%) Amazon SQS
Communications & Networking
1 9 (8.74%) Kerberos
2 4 (3.88%) VPN
3 3 (2.91%) Remote Desktop
4 1 (0.97%) Internet
4 1 (0.97%) TCP/IP
Database & Business Intelligence
1 16 (15.53%) Power BI
1 16 (15.53%) Tableau
2 15 (14.56%) Apache Zeppelin
2 15 (14.56%) RDBMS
2 15 (14.56%) Relational Database
3 14 (13.59%) Amazon Redshift
4 13 (12.62%) Parquet
5 11 (10.68%) Big Data
5 11 (10.68%) ObjectStore
6 8 (7.77%) Apache Hive
6 8 (7.77%) Hadoop
7 7 (6.80%) Amazon DynamoDB
8 5 (4.85%) HBase
9 4 (3.88%) Amazon Athena
9 4 (3.88%) Amazon RDS
9 4 (3.88%) Data Lake
9 4 (3.88%) MongoDB
9 4 (3.88%) NoSQL
10 3 (2.91%) Flink
10 3 (2.91%) Qlik Sense
Development Applications
1 19 (18.45%) JIRA
2 17 (16.50%) Git (software)
3 10 (9.71%) RStudio
4 8 (7.77%) MLflow
5 6 (5.83%) Jenkins
6 3 (2.91%) Cucumber
6 3 (2.91%) Cypress.io
6 3 (2.91%) GitLab
7 1 (0.97%) Artifactory
7 1 (0.97%) Maven
7 1 (0.97%) PyCharm
General
1 41 (39.81%) Finance
2 26 (25.24%) Analytical Skills
3 19 (18.45%) Social Skills
4 18 (17.48%) Banking
4 18 (17.48%) Pharmaceutical
5 9 (8.74%) Public Sector
6 8 (7.77%) Publishing
7 5 (4.85%) Financial Institution
8 2 (1.94%) Back Office
8 2 (1.94%) Front Office
8 2 (1.94%) Investment Banking
9 1 (0.97%) German Language
9 1 (0.97%) Influencing Skills
Job Titles
1 44 (42.72%) Data Engineer
2 21 (20.39%) Developer
3 11 (10.68%) Data Scientist
4 8 (7.77%) Data Science Engineer
4 8 (7.77%) Python Developer
5 7 (6.80%) DevOps Engineer
6 6 (5.83%) Architect
7 5 (4.85%) Quantitative Developer
8 4 (3.88%) Analyst
8 4 (3.88%) AWS Engineer
8 4 (3.88%) Senior Data Engineer
9 3 (2.91%) Data Analyst
9 3 (2.91%) DevOps Developer
9 3 (2.91%) Full Stack Developer
10 2 (1.94%) .NET Developer
10 2 (1.94%) AWS Infrastructure Architect
10 2 (1.94%) C# Developer
10 2 (1.94%) C++ Developer
10 2 (1.94%) Data Analytics Engineer
10 2 (1.94%) Python Engineer
Libraries, Frameworks & Software Standards
1 45 (43.69%) Pandas
2 26 (25.24%) NumPy
3 25 (24.27%) scikit-learn
4 16 (15.53%) PySpark
5 12 (11.65%) Apache NiFi
5 12 (11.65%) SciPy
5 12 (11.65%) Statsmodels
6 11 (10.68%) Apache Avro
6 11 (10.68%) Protocol Buffers
7 10 (9.71%) Matplotlib
7 10 (9.71%) pytest
7 10 (9.71%) PyTorch
8 9 (8.74%) TensorFlow
9 6 (5.83%) React
10 5 (4.85%) Kafka
10 5 (4.85%) REST
11 3 (2.91%) .NET
11 3 (2.91%) Middleware
11 3 (2.91%) React Native
11 3 (2.91%) Serverless Framework
Miscellaneous
1 12 (11.65%) FMCG
2 9 (8.74%) Social Media
3 7 (6.80%) Greenfield Project
4 5 (4.85%) Fixed Income
5 4 (3.88%) Algorithms
5 4 (3.88%) Derivative
6 3 (2.91%) Data Structures
7 2 (1.94%) Foreign Exchange (FX)
7 2 (1.94%) Public Cloud
7 2 (1.94%) User Experience
8 1 (0.97%) Clustering
8 1 (0.97%) Credit Risk
8 1 (0.97%) Internet of Things
8 1 (0.97%) NHS
8 1 (0.97%) Self-Motivation
Operating Systems
1 18 (17.48%) Linux
2 10 (9.71%) Unix
3 5 (4.85%) Windows
Processes & Methodologies
1 56 (54.37%) Agile Software Development
2 43 (41.75%) Data Science
3 41 (39.81%) DevOps
4 38 (36.89%) Data Engineering
5 35 (33.98%) Analytics
5 35 (33.98%) Data Visualisation
5 35 (33.98%) Visualisation
6 27 (26.21%) CI/CD
7 26 (25.24%) Machine Learning
8 25 (24.27%) Data Pipeline
9 24 (23.30%) Business Intelligence
10 23 (22.33%) Scrum
10 23 (22.33%) Statistics
11 18 (17.48%) Data Analysis
12 14 (13.59%) Infrastructure as Code
12 14 (13.59%) Mathematics
13 13 (12.62%) Data Transformation
14 12 (11.65%) Logistic Regression
14 12 (11.65%) Probability Theory
14 12 (11.65%) Risk Analytics
Programming Languages
1 85 (82.52%) Python
2 50 (48.54%) SQL
3 22 (21.36%) R
4 15 (14.56%) Java
5 13 (12.62%) VBA
6 10 (9.71%) Scala
7 8 (7.77%) Bash
8 5 (4.85%) C++
9 4 (3.88%) Shell Script
10 3 (2.91%) C#
11 2 (1.94%) Go
11 2 (1.94%) JavaScript
12 1 (0.97%) C
12 1 (0.97%) TypeScript
Qualifications
1 8 (7.77%) SC Cleared
1 8 (7.77%) Security Cleared
2 7 (6.80%) Degree
3 6 (5.83%) AWS Certification
4 3 (2.91%) Computer Science Degree
5 2 (1.94%) Master's Degree
6 1 (0.97%) BPSS Clearance
Quality Assurance & Compliance
1 15 (14.56%) QA
2 8 (7.77%) Data Quality
3 2 (1.94%) GDPR
3 2 (1.94%) NCSC
System Software
1 14 (13.59%) Docker
2 10 (9.71%) Active Directory
3 4 (3.88%) Active Directory Lightweight Directory Services
Systems Management
1 24 (23.30%) Terraform
2 15 (14.56%) Kubernetes
3 4 (3.88%) Ansible
Vendors
1 12 (11.65%) Alteryx
1 12 (11.65%) Dataiku
2 11 (10.68%) Informatica
2 11 (10.68%) StreamSets
3 9 (8.74%) Databricks
4 4 (3.88%) Hortonworks
5 2 (1.94%) Google
6 1 (0.97%) Cloudera
6 1 (0.97%) Microsoft
6 1 (0.97%) Oracle
6 1 (0.97%) Solace
6 1 (0.97%) Teradata