The following table provides summary statistics for permanent job vacancies 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 3 months to 30 April 2017 with a comparison to the same period in the previous 2 years.

Logistic Regression
UK
3 months to
30 Apr 2017
Same period 2016 Same period 2015
Rank 851 922 940
Rank change year-on-year +71 +18  
Permanent jobs citing Logistic Regression 23 38 48
As % of all permanent IT jobs advertised in the UK 0.027% 0.037% 0.043%
As % of the Processes & Methodologies category 0.030% 0.041% 0.050%
Number of salaries quoted 17 32 44
Median salary £50,000 £48,750 £48,750
Median salary % change year-on-year +2.56% -  
90% offered a salary of more than £37,000 £37,500 £37,000
10% offered a salary of more than £70,000 £75,000 £76,750
UK excluding London median salary £46,250 £42,500 £37,000
% change year-on-year +8.82% +14.86%  

Logistic Regression is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 76555 91737 96448
As % of all permanent IT job vacancies advertised in the UK 89.31% 88.79% 87.17%
Number of salaries quoted 62998 76245 77828
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £32,000
10% offered a salary of more than £77,500 £75,000 £75,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Logistic Regression
Job Vacancy Trend

The job posting trend of jobs advertised citing Logistic Regression as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Logistic Regression in the UK

Logistic Regression
Salary Trend

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

Salary trend for Logistic Regression in the UK

Logistic Regression
Salary Histogram

The salary distribution of IT jobs citing Logistic Regression over the 3 months to 30 April 2017.

Salary histogram for Logistic Regression in the UK

Logistic Regression
Top 18 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Logistic Regression within the UK over the 3 months to 30 April 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +87 22 £50,000 +2.56% 1
London +42 11 £50,000 -2.43%
North West -21 6 £48,750 +21.87% 1
Cheshire - 3 £55,000 -
Manchester - 3 £42,500 - 1
City of London +32 2 £70,000 -
Yorkshire +20 2 £46,250 +20.12%
South West - 2 - -
Oldham - 2 - -
Knutsford - 2 - -
South East +69 1 £70,000 +27.27%
West Yorkshire +11 1 £47,500 +23.37%
Oxfordshire - 1 £70,000 -
Somerset - 1 - -
Leeds - 1 £47,500 -
Bath - 1 - -
Bristol - 1 - -
Oxford - 1 £70,000 -

For the 6 months to 30 April 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 with a requirement for Logistic Regression.

1 35 (68.63%) Analytics
2 32 (62.75%) R
3 31 (60.78%) SQL
4 26 (50.98%) Machine Learning
4 26 (50.98%) Degree
5 25 (49.02%) Python
6 23 (45.10%) Statistics
6 23 (45.10%) Linear Regression
7 22 (43.14%) Analytical Skills
8 21 (41.18%) Statistical Modelling
8 21 (41.18%) PhD
9 20 (39.22%) SAS
9 20 (39.22%) Neural Network
9 20 (39.22%) Mathematics
9 20 (39.22%) Decision Tree
10 19 (37.25%) MATLAB
11 18 (35.29%) Marketing
12 16 (31.37%) Hadoop
12 16 (31.37%) Big Data
12 16 (31.37%) Algorithms
13 15 (29.41%) Computer Science
14 14 (27.45%) Visualisation
14 14 (27.45%) CHAID
15 13 (25.49%) SPSS
16 12 (23.53%) Business Intelligence
16 12 (23.53%) Predictive Modelling
17 9 (17.65%) Apache Hive
17 9 (17.65%) Relational Database
17 9 (17.65%) Data Mining
17 9 (17.65%) Microsoft Excel

Logistic Regression
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 20 (39.22%) SAS
2 8 (15.69%) Apache Spark
3 6 (11.76%) Apache Pig
Applications
1 13 (25.49%) SPSS
2 9 (17.65%) Microsoft Excel
3 4 (7.84%) Microsoft Office
4 3 (5.88%) Microsoft PowerPoint
Cloud Services
1 2 (3.92%) Adobe Analytics
2 1 (1.96%) Amazon EC2
Communications & Networking
1 4 (7.84%) Symposium
Database & Business Intelligence
1 16 (31.37%) Big Data
1 16 (31.37%) Hadoop
2 9 (17.65%) Apache Hive
2 9 (17.65%) Data Mining
2 9 (17.65%) Relational Database
3 7 (13.73%) Text Mining
4 5 (9.80%) Base SAS
4 5 (9.80%) NoSQL
5 3 (5.88%) BusinessObjects
5 3 (5.88%) HBase
5 3 (5.88%) QlikView
5 3 (5.88%) SQL Server
6 2 (3.92%) Apache Cassandra
6 2 (3.92%) BusinessObjects Business Intelligence
6 2 (3.92%) Impala
6 2 (3.92%) Lumira
6 2 (3.92%) Neo4j
6 2 (3.92%) PostgreSQL
6 2 (3.92%) Power BI
7 1 (1.96%) SQL Server 2008
Development Applications
1 1 (1.96%) Git (software)
General
1 18 (35.29%) Marketing
2 8 (15.69%) Finance
3 4 (7.84%) Banking
3 4 (7.84%) Pharmaceutical
3 4 (7.84%) Retail
4 3 (5.88%) Games
5 2 (3.92%) Investment Banking
5 2 (3.92%) Law
5 2 (3.92%) Manufacturing
5 2 (3.92%) Multimedia
5 2 (3.92%) Publishing
6 1 (1.96%) Advertising
Job Titles
1 27 (52.94%) Data Scientist
2 14 (27.45%) Analyst
3 6 (11.76%) Senior Analyst
4 5 (9.80%) Statistical Analyst
5 4 (7.84%) Insight Analyst
5 4 (7.84%) Senior Data Scientist
6 3 (5.88%) Senior Statistical Analyst
7 2 (3.92%) Analytics Manager
7 2 (3.92%) Consultant
7 2 (3.92%) Data Manager
7 2 (3.92%) SPSS Analyst
7 2 (3.92%) SQL Analyst
8 1 (1.96%) Analytics Consultant
8 1 (1.96%) Customer Insight Specialist
8 1 (1.96%) Data Consultant
8 1 (1.96%) Digital Analytics Consultant
8 1 (1.96%) Insight Manager
8 1 (1.96%) Marketing Manager
8 1 (1.96%) Senior Analytics Manager
8 1 (1.96%) Senior Manager
Libraries, Frameworks & Software Standards
1 3 (5.88%) Natural Language Processing
2 2 (3.92%) Pandas
2 2 (3.92%) scikit-learn
2 2 (3.92%) TensorFlow
2 2 (3.92%) Theano
2 2 (3.92%) Torch
Miscellaneous
1 22 (43.14%) Analytical Skills
2 16 (31.37%) Algorithms
3 15 (29.41%) Computer Science
4 5 (9.80%) Credit Risk
5 4 (7.84%) Biotechnology
6 1 (1.96%) Social Media
Operating Systems
1 1 (1.96%) Linux
1 1 (1.96%) Unix
Processes & Methodologies
1 35 (68.63%) Analytics
2 26 (50.98%) Machine Learning
3 23 (45.10%) Linear Regression
3 23 (45.10%) Statistics
4 21 (41.18%) Statistical Modelling
5 20 (39.22%) Decision Tree
5 20 (39.22%) Mathematics
5 20 (39.22%) Neural Network
6 14 (27.45%) CHAID
6 14 (27.45%) Visualisation
7 12 (23.53%) Business Intelligence
7 12 (23.53%) Predictive Modelling
8 9 (17.65%) Random Forest
9 8 (15.69%) Cluster Analysis
9 8 (15.69%) Customer Insight
9 8 (15.69%) Data Visualisation
9 8 (15.69%) Experimental Design
10 7 (13.73%) Customer Segmentation
11 6 (11.76%) Data Analytics
11 6 (11.76%) Factor Analysis
Programming Languages
1 32 (62.75%) R
2 31 (60.78%) SQL
3 25 (49.02%) Python
4 19 (37.25%) MATLAB
5 9 (17.65%) C++
6 7 (13.73%) C
7 6 (11.76%) Java
8 3 (5.88%) VBA
9 1 (1.96%) C#
Qualifications
1 26 (50.98%) Degree
2 21 (41.18%) PhD
3 7 (13.73%) Postgraduate
System Software
1 2 (3.92%) HDFS
Vendors
1 6 (11.76%) Tableau
2 2 (3.92%) Adobe
2 2 (3.92%) Microsoft
2 2 (3.92%) Omniture
2 2 (3.92%) SAP
3 1 (1.96%) Google
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