Period
to 22 November 2019

The following table provides summary statistics for permanent job vacancies advertised in the South East 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 22 November 2019 with a comparison to the same period in the previous 2 years.

scikit-learn
England > South East
6 months to
22 Nov 2019
Same period 2018 Same period 2017
Rank 469 520 551
Rank change year-on-year +51 +31 +46
Permanent jobs citing scikit-learn 34 15 12
As % of all permanent IT jobs advertised in the South East 0.14% 0.052% 0.039%
As % of the Libraries, Frameworks & Software Standards category 0.35% 0.12% 0.092%
Number of salaries quoted 33 13 12
South East median annual salary £60,000 £50,000 £60,000
Median salary % change year-on-year +20.00% -16.67% +4.35%
10th Percentile £48,250 £47,500 £42,500
90th Percentile £77,750 £68,750 £93,000
England median annual salary £65,000 £72,500 £65,000
% change year-on-year -10.34% +11.54% -3.70%

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 the South East with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
South East
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 9,772 12,145 13,035
As % of all permanent IT jobs advertised in the South East 39.16% 42.18% 42.31%
Number of salaries quoted 8,492 10,486 11,326
South East median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £30,000 £30,500 £28,250
90th Percentile £72,500 £69,500 £66,250
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

scikit-learn
Job Vacancy Trend in the South East

Job postings citing scikit-learn as a percentage of all IT jobs advertised in the South East.

Job vacancy trend for scikit-learn in the South East

scikit-learn
Salary Trend in the South East

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing scikit-learn in the South East.

Salary trend for scikit-learn in the South East

scikit-learn
Salary Histogram in the South East

The salary distribution of IT jobs citing scikit-learn in the South East over the 6 months to 22 November 2019.

Salary histogram for scikit-learn in the South East

scikit-learn
Job Locations in the South East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing scikit-learn within the South East region over the 6 months to 22 November 2019. 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
Thames Valley +54 32 £60,000 +17.07% 2
Berkshire +37 28 £60,000 +20.00% 2
Oxfordshire +32 4 £62,500 -12.28%
Hampshire - 2 £45,000 -
scikit-learn
England

For the 6 months to 22 November 2019, 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 South East region with a requirement for scikit-learn.

1 34 (100.00%) Python
2 31 (91.18%) Pandas
2 31 (91.18%) Data Science
3 30 (88.24%) Agile Software Development
4 29 (85.29%) Java
4 29 (85.29%) Artificial Intelligence
4 29 (85.29%) Apache Spark
5 28 (82.35%) Docker
5 28 (82.35%) Algorithms
5 28 (82.35%) Software Engineering
6 27 (79.41%) C#
7 26 (76.47%) Hadoop
8 25 (73.53%) Scala
8 25 (73.53%) MongoDB
8 25 (73.53%) Apache Cassandra
8 25 (73.53%) Spring
8 25 (73.53%) Private Cloud
8 25 (73.53%) Public Cloud
8 25 (73.53%) Bitbucket
8 25 (73.53%) Akka
8 25 (73.53%) Microservices
8 25 (73.53%) Spring Cloud
9 24 (70.59%) Open Source
10 23 (67.65%) Git (software)
10 23 (67.65%) Security Cleared
11 21 (61.76%) SAML
11 21 (61.76%) OAuth
11 21 (61.76%) Cryptography
11 21 (61.76%) RESTful
11 21 (61.76%) Hyperledger

scikit-learn
Co-occurring IT Skills in the South East 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 29 (85.29%) Apache Spark
2 21 (61.76%) Hyperledger
3 4 (11.76%) Apache
4 3 (8.82%) Apache Airflow
4 3 (8.82%) Luigi
5 2 (5.88%) Jupyter
6 1 (2.94%) Apache Solr
6 1 (2.94%) Elasticsearch
Applications
1 1 (2.94%) Weka
Cloud Services
1 4 (11.76%) AWS
2 2 (5.88%) Azure
2 2 (5.88%) Azure Machine Learning
2 2 (5.88%) PaaS
3 1 (2.94%) Power Platform
3 1 (2.94%) SaaS
Communications & Networking
1 1 (2.94%) SSL
Database & Business Intelligence
1 26 (76.47%) Hadoop
2 25 (73.53%) Apache Cassandra
2 25 (73.53%) MongoDB
3 21 (61.76%) Blockchain
4 2 (5.88%) Geospatial Data
4 2 (5.88%) GIS
4 2 (5.88%) NoSQL
5 1 (2.94%) Big Data
5 1 (2.94%) Data Mining
5 1 (2.94%) Flink
5 1 (2.94%) HBase
5 1 (2.94%) Power BI
5 1 (2.94%) Spotfire
Development Applications
1 25 (73.53%) Bitbucket
2 23 (67.65%) Git (software)
3 3 (8.82%) Jenkins
3 3 (8.82%) Travis CI
General
1 16 (47.06%) Public Sector
2 4 (11.76%) Electronics
2 4 (11.76%) Finance
2 4 (11.76%) Manufacturing
2 4 (11.76%) Marketing
2 4 (11.76%) Telecoms
3 3 (8.82%) Pharmaceutical
Job Titles
1 23 (67.65%) Software Engineer
2 10 (29.41%) Senior Software Engineer
3 9 (26.47%) Lead Software Engineer
4 4 (11.76%) Developer
5 3 (8.82%) Data Engineer
5 3 (8.82%) Data Scientist
5 3 (8.82%) Lead Developer
5 3 (8.82%) Lead Software Developer
5 3 (8.82%) Software Developer
6 2 (5.88%) Machine Learning Engineer
6 2 (5.88%) Senior Data Scientist
7 1 (2.94%) Big Data Engineer
7 1 (2.94%) Big Data Software Engineer
7 1 (2.94%) Java Developer
7 1 (2.94%) Java Scala Developer
7 1 (2.94%) Research Engineer
7 1 (2.94%) Scala Developer
7 1 (2.94%) Senior Developer
7 1 (2.94%) Senior Software Developer
Libraries, Frameworks & Software Standards
1 31 (91.18%) Pandas
2 25 (73.53%) Akka
2 25 (73.53%) Spring
2 25 (73.53%) Spring Cloud
3 21 (61.76%) OAuth
3 21 (61.76%) RESTful
3 21 (61.76%) SAML
3 21 (61.76%) Swagger
4 7 (20.59%) NumPy
5 4 (11.76%) PyTorch
5 4 (11.76%) TensorFlow
6 3 (8.82%) Keras
6 3 (8.82%) Web Services
7 2 (5.88%) PySpark
7 2 (5.88%) SciPy
8 1 (2.94%) Cascading
8 1 (2.94%) Kafka
8 1 (2.94%) OpenNLP
Miscellaneous
1 28 (82.35%) Algorithms
2 25 (73.53%) Private Cloud
2 25 (73.53%) Public Cloud
3 4 (11.76%) Analytical Skills
4 3 (8.82%) Data Structures
4 3 (8.82%) Greenfield Project
5 2 (5.88%) Smart City
Processes & Methodologies
1 31 (91.18%) Data Science
2 30 (88.24%) Agile Software Development
3 29 (85.29%) Artificial Intelligence
4 28 (82.35%) Software Engineering
5 25 (73.53%) Microservices
6 24 (70.59%) Open Source
7 21 (61.76%) API Development
7 21 (61.76%) Cryptography
8 9 (26.47%) Machine Learning
9 7 (20.59%) Computer Science
9 7 (20.59%) Physics
10 6 (17.65%) Mathematics
11 5 (14.71%) Business Intelligence
11 5 (14.71%) Data Engineering
12 4 (11.76%) Anomaly Detection
12 4 (11.76%) Data Visualisation
12 4 (11.76%) Deep Learning
12 4 (11.76%) Mentoring
12 4 (11.76%) Programme Management
12 4 (11.76%) Visualisation
Programming Languages
1 34 (100.00%) Python
2 29 (85.29%) Java
3 27 (79.41%) C#
4 25 (73.53%) Scala
5 5 (14.71%) C++
5 5 (14.71%) SQL
6 4 (11.76%) JavaScript
7 2 (5.88%) F#
7 2 (5.88%) ML
8 1 (2.94%) R
Qualifications
1 23 (67.65%) Security Cleared
2 8 (23.53%) SC Cleared
3 5 (14.71%) PhD
4 2 (5.88%) Degree
4 2 (5.88%) Numerate Degree
System Software
1 28 (82.35%) Docker
Systems Management
1 3 (8.82%) Kubernetes
Vendors
1 4 (11.76%) SAP
2 1 (2.94%) Google
2 1 (2.94%) Tableau