Period
to 16 December 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for MLlib skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited MLlib over the 6 months to 16 December 2018 with a comparison to the same period in the previous 2 years.

Apache Spark Machine Learning Library (MLlib)
Central London > City of London
6 months to
16 Dec 2018
Same period 2017 Same period 2016
Rank 335 327 -
Rank change year-on-year -8 - -
Permanent jobs citing MLlib 8 4 0
As % of all permanent IT jobs advertised in the City of London 0.076% 0.039% -
As % of the Libraries, Frameworks & Software Standards category 0.17% 0.097% -
Number of salaries quoted 8 4 0
City of London median annual salary £95,000 £110,000 -
Median salary % change year-on-year -13.64% - -
Central London median annual salary £95,000 £110,000 -
% change year-on-year -13.64% - -

MLlib 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 City of London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
City of London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 4,594 4,136 4,603
As % of all permanent IT jobs advertised in the City of London 43.47% 39.91% 40.63%
Number of salaries quoted 4,195 3,753 4,228
City of London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.35%
10th Percentile £42,500 £40,000 £38,500
90th Percentile £93,750 £91,250 £90,000
Central London median annual salary £65,000 £60,000 £57,500
% change year-on-year +8.33% +4.35% -

MLlib
Job Vacancy Trend in the City of London

Job postings citing MLlib as a percentage of all IT jobs advertised in the City of London.

Job vacancy trend for MLlib in the City of London

MLlib
Salary Trend in the City of London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing MLlib in the City of London.

Salary trend for MLlib in the City of London

MLlib
Salary Histogram in the City of London

The salary distribution of IT jobs citing MLlib in the City of London over the 6 months to 16 December 2018.

Salary histogram for MLlib in the City of London

For the 6 months to 16 December 2018, IT jobs citing MLlib 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 City of London region with a requirement for MLlib.

1 8 (100.00%) Scala
1 8 (100.00%) Machine Learning
1 8 (100.00%) Apache Spark
1 8 (100.00%) Data Science
2 7 (87.50%) TensorFlow
3 6 (75.00%) R
3 6 (75.00%) SQL
3 6 (75.00%) Python
3 6 (75.00%) Artificial Intelligence
3 6 (75.00%) Ruby
3 6 (75.00%) Pandas
3 6 (75.00%) Self-Motivation
3 6 (75.00%) Algorithms
3 6 (75.00%) scikit-learn
4 5 (62.50%) Deep Learning
4 5 (62.50%) DevOps
4 5 (62.50%) PhD
4 5 (62.50%) MATLAB
4 5 (62.50%) Degree
4 5 (62.50%) Mathematics
4 5 (62.50%) Physics
4 5 (62.50%) Computer Science
5 2 (25.00%) Analytics
5 2 (25.00%) C++
5 2 (25.00%) Java
5 2 (25.00%) XGBoost
5 2 (25.00%) Support Vector Machines
6 1 (12.50%) Pricing Strategy
6 1 (12.50%) Analytical Skills
6 1 (12.50%) Statistics

MLlib
Co-occurring IT Skills in the City of 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 8 (100.00%) Apache Spark
General
1 1 (12.50%) Retail
Job Titles
1 7 (87.50%) Data Scientist
2 5 (62.50%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 7 (87.50%) TensorFlow
2 6 (75.00%) Pandas
2 6 (75.00%) scikit-learn
3 2 (25.00%) XGBoost
4 1 (12.50%) Natural Language Processing
Miscellaneous
1 6 (75.00%) Algorithms
1 6 (75.00%) Self-Motivation
2 1 (12.50%) Analytical Skills
Processes & Methodologies
1 8 (100.00%) Data Science
1 8 (100.00%) Machine Learning
2 6 (75.00%) Artificial Intelligence
3 5 (62.50%) Computer Science
3 5 (62.50%) Deep Learning
3 5 (62.50%) DevOps
3 5 (62.50%) Mathematics
3 5 (62.50%) Physics
4 2 (25.00%) Analytics
4 2 (25.00%) Support Vector Machines
5 1 (12.50%) Pricing Strategy
5 1 (12.50%) Statistics
Programming Languages
1 8 (100.00%) Scala
2 6 (75.00%) Python
2 6 (75.00%) R
2 6 (75.00%) Ruby
2 6 (75.00%) SQL
3 5 (62.50%) MATLAB
4 2 (25.00%) C++
4 2 (25.00%) Java
Qualifications
1 5 (62.50%) Degree
1 5 (62.50%) PhD