Period
to 14 July 2020

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for scikit-learn skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited scikit-learn over the 6 months to 14 July 2020 with a comparison to the same period in the previous 2 years.

scikit-learn
England > London
6 months to
14 Jul 2020
Same period 2019 Same period 2018
Rank 470 549 667
Rank change year-on-year +79 +118 +106
Permanent jobs citing scikit-learn 97 214 172
As % of all permanent jobs advertised in London 0.31% 0.37% 0.24%
As % of the Libraries, Frameworks & Software Standards category 0.74% 0.94% 0.59%
Number of salaries quoted 76 179 162
Median annual salary £73,750 £72,500 £70,000
Median salary % change year-on-year +1.72% +3.57% -3.45%
10th Percentile £40,000 £47,500 £46,275
90th Percentile £105,000 £95,000 £97,500
England median annual salary £71,250 £67,900 £67,500
% change year-on-year +4.93% +0.59% -6.90%

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

All Software Libraries and Frameworks
London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 13,179 22,867 29,136
As % of all permanent IT jobs advertised in London 41.90% 39.20% 40.28%
Number of salaries quoted 10,900 19,126 23,861
Median annual salary £70,000 £67,500 £62,500
Median salary % change year-on-year +3.70% +8.00% +4.17%
10th Percentile £43,750 £38,986 £37,500
90th Percentile £105,000 £97,500 £93,750
England median annual salary £57,500 £54,530 £50,000
% change year-on-year +5.45% +9.06% +5.26%

scikit-learn
Job Vacancy Trend in London

Job postings citing scikit-learn as a proportion of all IT jobs advertised in London.

Job vacancy trend for scikit-learn in London

scikit-learn
Salary Trend in London

3-month moving average salary quoted in jobs citing scikit-learn in London.

Salary trend for scikit-learn in London

scikit-learn
Salary Histogram in London

Salary distribution for jobs citing scikit-learn in London over the 6 months to 14 July 2020.

Salary histogram for scikit-learn in London

scikit-learn
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing scikit-learn within the London region over the 6 months to 14 July 2020. 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
Job
Vacancies
Central London +61 19 £82,500 +3.13% 3
West London +50 3 £72,500 +93.33%
North London - 1 - -
scikit-learn
England

For the 6 months to 14 July 2020, IT jobs citing scikit-learn also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for scikit-learn.

1 89 (91.75%) Machine Learning
2 88 (90.72%) Python
2 88 (90.72%) Data Science
3 59 (60.82%) Pandas
4 57 (58.76%) NumPy
5 55 (56.70%) TensorFlow
6 48 (49.48%) Deep Learning
7 46 (47.42%) Analytics
7 46 (47.42%) Artificial Intelligence
8 42 (43.30%) Algorithms
9 40 (41.24%) Apache Spark
10 39 (40.21%) AWS
11 37 (38.14%) SQL
12 35 (36.08%) Keras
12 35 (36.08%) Big Data
13 32 (32.99%) Degree
14 31 (31.96%) Hadoop
15 30 (30.93%) Natural Language Processing
16 29 (29.90%) Visualisation
17 26 (26.80%) Computer Science
17 26 (26.80%) Finance
17 26 (26.80%) SciPy
17 26 (26.80%) GCP
18 24 (24.74%) Agile Software Development
19 23 (23.71%) PhD
19 23 (23.71%) PyTorch
20 22 (22.68%) Statistics
20 22 (22.68%) Azure
21 21 (21.65%) Scala
22 19 (19.59%) Statistical Analysis

scikit-learn
Co-occurring IT Skills in London 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 40 (41.24%) Apache Spark
2 16 (16.49%) Jupyter
3 3 (3.09%) Apache Airflow
3 3 (3.09%) SAS
4 2 (2.06%) Apache
4 2 (2.06%) Tornado
5 1 (1.03%) Apache Pig
5 1 (1.03%) Elasticsearch
5 1 (1.03%) Mule
Applications
1 6 (6.19%) Chatbot
2 2 (2.06%) Microsoft Excel
3 1 (1.03%) S-PLUS
Cloud Services
1 39 (40.21%) AWS
2 26 (26.80%) GCP
3 22 (22.68%) Azure
4 8 (8.25%) Amazon SageMaker
5 7 (7.22%) Cloud Computing
6 5 (5.15%) Power Platform
7 4 (4.12%) Amazon S3
8 3 (3.09%) Amazon EMR
8 3 (3.09%) SaaS
9 2 (2.06%) Amazon EC2
9 2 (2.06%) AWS Data Pipeline
9 2 (2.06%) Azure Machine Learning
10 1 (1.03%) Amazon Kinesis
10 1 (1.03%) Amazon SQS
10 1 (1.03%) AWS Step Functions
10 1 (1.03%) IaaS
10 1 (1.03%) PaaS
Communications & Networking
1 3 (3.09%) 5G
2 2 (2.06%) HTTP
Database & Business Intelligence
1 35 (36.08%) Big Data
2 31 (31.96%) Hadoop
3 13 (13.40%) Apache Hive
3 13 (13.40%) NoSQL
4 11 (11.34%) PostgreSQL
5 9 (9.28%) Amazon Redshift
5 9 (9.28%) Impala
5 9 (9.28%) Relational Database
6 8 (8.25%) Blockchain
6 8 (8.25%) QlikView
6 8 (8.25%) SQL Server
7 6 (6.19%) Neo4j
8 5 (5.15%) Power BI
9 4 (4.12%) Data Mining
9 4 (4.12%) Redis
10 3 (3.09%) Data Warehouse
10 3 (3.09%) HBase
10 3 (3.09%) KDB
10 3 (3.09%) Kdb+
10 3 (3.09%) RDBMS
Development Applications
1 13 (13.40%) Git (software)
2 5 (5.15%) Jenkins
3 4 (4.12%) Atlassian Bamboo
3 4 (4.12%) Vagrant
4 3 (3.09%) gulp
4 3 (3.09%) webpack
5 2 (2.06%) MLflow
6 1 (1.03%) CircleCI
6 1 (1.03%) GoCD
General
1 26 (26.80%) Finance
2 16 (16.49%) Banking
3 8 (8.25%) Marketing
3 8 (8.25%) Retail
4 7 (7.22%) Front Office
4 7 (7.22%) Manufacturing
5 4 (4.12%) Telecoms
6 3 (3.09%) Advertising
7 2 (2.06%) Billing
7 2 (2.06%) Games
8 1 (1.03%) Legal
Job Titles
1 55 (56.70%) Data Scientist
2 31 (31.96%) Senior Data Scientist
3 13 (13.40%) Data Engineer
4 12 (12.37%) Developer
5 9 (9.28%) Machine Learning Scientist
6 8 (8.25%) Python Developer
7 6 (6.19%) Analytics Developer
7 6 (6.19%) Front Office Developer
7 6 (6.19%) Machine Learning Engineer
7 6 (6.19%) Senior Developer
7 6 (6.19%) Senior Python Developer
8 4 (4.12%) Artificial Intelligence Engineer
8 4 (4.12%) Python Engineer
9 3 (3.09%) Front End Developer (Client-Side Developer)
9 3 (3.09%) Junior
10 2 (2.06%) Analyst
10 2 (2.06%) Computer Scientist
10 2 (2.06%) Data Manager
10 2 (2.06%) Quantitative Analyst
10 2 (2.06%) Senior Manager
Libraries, Frameworks & Software Standards
1 59 (60.82%) Pandas
2 57 (58.76%) NumPy
3 55 (56.70%) TensorFlow
4 35 (36.08%) Keras
5 30 (30.93%) Natural Language Processing
6 26 (26.80%) SciPy
7 23 (23.71%) PyTorch
8 12 (12.37%) Matplotlib
9 9 (9.28%) Flask
9 9 (9.28%) XGBoost
10 8 (8.25%) SpaCy
11 7 (7.22%) MLlib
11 7 (7.22%) MXNet
12 6 (6.19%) REST
13 5 (5.15%) AngularJS
13 5 (5.15%) Celery
13 5 (5.15%) Django
13 5 (5.15%) Kafka
13 5 (5.15%) React
13 5 (5.15%) Spark Streaming
Miscellaneous
1 42 (43.30%) Algorithms
2 11 (11.34%) Analytical Skills
3 10 (10.31%) Hedge funds
4 9 (9.28%) Management Information System
5 8 (8.25%) User Experience
6 6 (6.19%) Greenfield Project
7 3 (3.09%) Acoustics
7 3 (3.09%) Blog
7 3 (3.09%) FMCG
8 2 (2.06%) Social Media
9 1 (1.03%) Cloud Native
9 1 (1.03%) Cybercrime
9 1 (1.03%) Data Structures
9 1 (1.03%) Robotics
Operating Systems
1 3 (3.09%) VMS
2 1 (1.03%) Linux
Processes & Methodologies
1 89 (91.75%) Machine Learning
2 88 (90.72%) Data Science
3 48 (49.48%) Deep Learning
4 46 (47.42%) Analytics
4 46 (47.42%) Artificial Intelligence
5 29 (29.90%) Visualisation
6 26 (26.80%) Computer Science
7 24 (24.74%) Agile Software Development
8 22 (22.68%) Statistics
9 19 (19.59%) Data Analysis
9 19 (19.59%) Statistical Analysis
10 18 (18.56%) Computer Vision
11 17 (17.53%) Mathematics
12 16 (16.49%) Software Engineering
13 15 (15.46%) Neural Network
14 14 (14.43%) Data Visualisation
14 14 (14.43%) Naive Bayes
15 13 (13.40%) Convolutional Neural Network
15 13 (13.40%) Data Analytics
16 12 (12.37%) Time Series Forecasting
Programming Languages
1 88 (90.72%) Python
2 37 (38.14%) SQL
3 21 (21.65%) Scala
4 17 (17.53%) Java
5 12 (12.37%) JavaScript
5 12 (12.37%) R
6 4 (4.12%) C++
6 4 (4.12%) MATLAB
7 3 (3.09%) C
7 3 (3.09%) HiveQL
7 3 (3.09%) Julia
7 3 (3.09%) Rust
8 2 (2.06%) C#
8 2 (2.06%) Data Analysis Expressions (DAX)
8 2 (2.06%) VBA
9 1 (1.03%) Cython
9 1 (1.03%) Go
9 1 (1.03%) TypeScript
Qualifications
1 32 (32.99%) Degree
2 23 (23.71%) PhD
3 11 (11.34%) Computer Science Degree
4 2 (2.06%) Master's Degree
4 2 (2.06%) Numerate Degree
5 1 (1.03%) DV Cleared
5 1 (1.03%) SC Cleared
5 1 (1.03%) Security Cleared
Quality Assurance & Compliance
1 1 (1.03%) GDPR
System Software
1 12 (12.37%) Docker
2 4 (4.12%) VirtualBox
3 1 (1.03%) Apache ZooKeeper
3 1 (1.03%) HDFS
Systems Management
1 12 (12.37%) Kubernetes
2 8 (8.25%) Ansible
3 4 (4.12%) Docker Swarm
4 1 (1.03%) Kibana
4 1 (1.03%) logstash
4 1 (1.03%) Terraform
Vendors
1 17 (17.53%) Tableau
2 11 (11.34%) Databricks
3 6 (6.19%) Cloudera
4 4 (4.12%) Dataiku
4 4 (4.12%) Hortonworks
5 3 (3.09%) Alteryx
5 3 (3.09%) Oracle
5 3 (3.09%) Splunk
5 3 (3.09%) Sybase
5 3 (3.09%) Yahoo!
6 2 (2.06%) Facebook
6 2 (2.06%) Google
7 1 (1.03%) Ab Initio
7 1 (1.03%) ESRI
7 1 (1.03%) Instagram
7 1 (1.03%) MapR
7 1 (1.03%) Snapchat
7 1 (1.03%) Talend
7 1 (1.03%) Twitter