Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Logistic Regression skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Logistic Regression over the 6 months to 20 November 2017 with a comparison to the same period in the previous 2 years.

Logistic Regression
England > London
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 815 822 871
Rank change year-on-year +7 +49 +2
Permanent jobs citing Logistic Regression 30 21 54
As % of all permanent IT jobs advertised in London 0.040% 0.028% 0.061%
As % of the Processes & Methodologies category 0.044% 0.031% 0.068%
Number of salaries quoted 26 20 49
London median annual salary £60,000 £57,500 £52,500
Median salary % change year-on-year +4.35% +9.52% -14.98%
10th Percentile £46,250 £37,500 £31,250
90th Percentile £78,750 £80,500 £75,000
England median annual salary £60,000 £52,500 £52,500
% change year-on-year +14.29% - +2.44%

Logistic Regression is in the Processes and Methodologies 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 process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 68869 67817 79798
As % of all permanent IT jobs advertised in London 91.63% 90.61% 89.56%
Number of salaries quoted 52972 58374 67234
London median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% -
10th Percentile £35,000 £33,750 £33,000
90th Percentile £90,000 £88,750 £86,250
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Logistic Regression
Job Vacancy Trend in London

Job postings citing Logistic Regression as a percentage of all IT jobs advertised in London.

Job vacancy trend for Logistic Regression in London

Logistic Regression
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Logistic Regression in London.

Salary trend for Logistic Regression in London

Logistic Regression
Salary Histogram in London

The salary distribution of IT jobs citing Logistic Regression in London over the 6 months to 20 November 2017.

Salary histogram for Logistic Regression in London

Logistic Regression
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Logistic Regression within the London region over the 6 months to 20 November 2017. 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 +7 4 £66,250 +1.92%
North London - 2 - -
Logistic Regression
England

For the 6 months to 20 November 2017, IT jobs citing Logistic Regression also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the London region with a requirement for Logistic Regression.

1 19 (63.33%) Machine Learning
2 18 (60.00%) Python
3 17 (56.67%) Statistics
3 17 (56.67%) Analytics
4 15 (50.00%) R
5 13 (43.33%) Big Data
6 12 (40.00%) Algorithms
6 12 (40.00%) Statistical Analysis
6 12 (40.00%) SQL
7 11 (36.67%) CHAID
7 11 (36.67%) Marketing
7 11 (36.67%) Degree
7 11 (36.67%) Statistical Modelling
7 11 (36.67%) Hadoop
8 9 (30.00%) Data Analytics
8 9 (30.00%) Cluster Analysis
8 9 (30.00%) Neural Network
8 9 (30.00%) Java
8 9 (30.00%) PhD
9 8 (26.67%) Finance
9 8 (26.67%) Linear Regression
9 8 (26.67%) Apache Spark
10 7 (23.33%) Analytical Skills
10 7 (23.33%) Random Forest
10 7 (23.33%) Microsoft Excel
10 7 (23.33%) Data Mining
10 7 (23.33%) SAS
10 7 (23.33%) SQL Server
10 7 (23.33%) Retail
10 7 (23.33%) Text Mining

Logistic Regression
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 8 (26.67%) Apache Spark
2 7 (23.33%) SAS
3 1 (3.33%) Apache Pig
Applications
1 7 (23.33%) Microsoft Excel
2 4 (13.33%) Microsoft Office
3 3 (10.00%) Microsoft PowerPoint
4 2 (6.67%) Chatbot
5 1 (3.33%) GNU Octave
Business Applications
1 1 (3.33%) Capstone
Cloud Services
1 3 (10.00%) Microsoft Azure
2 2 (6.67%) Amazon AWS
3 1 (3.33%) Amazon EC2
Database & Business Intelligence
1 13 (43.33%) Big Data
2 11 (36.67%) Hadoop
3 7 (23.33%) Data Mining
3 7 (23.33%) SQL Server
3 7 (23.33%) Text Mining
4 6 (20.00%) Apache Hive
5 3 (10.00%) Apache Cassandra
5 3 (10.00%) Relational Database
6 1 (3.33%) Geospatial Data
6 1 (3.33%) GIS
6 1 (3.33%) NoSQL
Development Applications
1 1 (3.33%) Git (software)
General
1 11 (36.67%) Marketing
2 8 (26.67%) Finance
3 7 (23.33%) Retail
4 2 (6.67%) Electronics
4 2 (6.67%) Manufacturing
4 2 (6.67%) Telecoms
5 1 (3.33%) Digital Economy
5 1 (3.33%) Games
Job Titles
1 16 (53.33%) Data Scientist
2 7 (23.33%) Machine Learning Scientist
3 5 (16.67%) Senior Data Scientist
4 4 (13.33%) Data Engineer
5 3 (10.00%) Analyst
5 3 (10.00%) Data Analytics Scientist
6 2 (6.67%) Insight Analyst
6 2 (6.67%) Machine Learning Engineer
6 2 (6.67%) SQL Analyst
6 2 (6.67%) Statistical Analyst
6 2 (6.67%) Team Leader
7 1 (3.33%) Data Analyst
7 1 (3.33%) Data Analytics Analyst
7 1 (3.33%) Data Manager
7 1 (3.33%) Machine Learning Analyst
7 1 (3.33%) Python Software Engineer
7 1 (3.33%) Software Engineer
7 1 (3.33%) Strategy Manager
Libraries, Frameworks & Software Standards
1 5 (16.67%) Natural Language Processing
2 2 (6.67%) scikit-learn
3 1 (3.33%) TensorFlow
3 1 (3.33%) XGBoost
Miscellaneous
1 12 (40.00%) Algorithms
2 7 (23.33%) Analytical Skills
3 6 (20.00%) Computer Science
4 3 (10.00%) Robotics
5 2 (6.67%) Credit Risk
6 1 (3.33%) Data Structures
6 1 (3.33%) Digital Currency
6 1 (3.33%) Greenfield Project
6 1 (3.33%) Management Information System
Operating Systems
1 1 (3.33%) Linux
1 1 (3.33%) Unix
1 1 (3.33%) Windows
Processes & Methodologies
1 19 (63.33%) Machine Learning
2 17 (56.67%) Analytics
2 17 (56.67%) Statistics
3 12 (40.00%) Statistical Analysis
4 11 (36.67%) CHAID
4 11 (36.67%) Statistical Modelling
5 9 (30.00%) Cluster Analysis
5 9 (30.00%) Data Analytics
5 9 (30.00%) Neural Network
6 8 (26.67%) Linear Regression
7 7 (23.33%) Random Forest
8 6 (20.00%) Customer Segmentation
8 6 (20.00%) Mathematics
8 6 (20.00%) Predictive Modelling
9 5 (16.67%) Business Intelligence
9 5 (16.67%) Data Strategy
10 4 (13.33%) Data Analysis
10 4 (13.33%) Deep Learning
10 4 (13.33%) Open Source
10 4 (13.33%) Time Series Analysis
Programming Languages
1 18 (60.00%) Python
2 15 (50.00%) R
3 12 (40.00%) SQL
4 9 (30.00%) Java
5 6 (20.00%) MATLAB
6 3 (10.00%) C++
6 3 (10.00%) Julia
6 3 (10.00%) Scala
7 2 (6.67%) Go
7 2 (6.67%) JavaScript
8 1 (3.33%) C
8 1 (3.33%) Perl
Qualifications
1 11 (36.67%) Degree
2 9 (30.00%) PhD
3 3 (10.00%) Numerate Degree
4 1 (3.33%) Computer Science Degree
Vendors
1 3 (10.00%) Google
2 2 (6.67%) Microsoft
2 2 (6.67%) SAP