Period
to 19 November 2017

The following table provides summary statistics for contract job vacancies with a requirement for Logistic Regression skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Logistic Regression over the 6 months to 19 November 2017 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Logistic Regression
UK
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 842 884 885
Rank change year-on-year +42 +1 -32
Contract jobs citing Logistic Regression 33 12 7
As % of all contract IT jobs advertised in the UK 0.033% 0.011% 0.006%
As % of the Processes & Methodologies category 0.039% 0.014% 0.007%
Number of daily rates quoted 27 7 6
UK median daily rate £500 £425 £500
Median daily rate % change year-on-year +17.65% -15.00% +59.36%
UK excluding London median daily rate £425 £425 -
Number of hourly rates quoted 0 0 0
UK median hourly rate - - -
UK excluding London median hourly rate - - -

Logistic Regression is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Contract vacancies with a requirement for process or methodology skills 85705 87976 93705
As % of all contract IT jobs advertised in the UK 84.52% 83.91% 81.76%
Number of daily rates quoted 57093 58207 60721
UK median daily rate £450 £425 £413
Median daily rate % change year-on-year +5.88% +3.03% +3.13%
10th Percentile £281 £263 £263
90th Percentile £630 £600 £600
UK excluding London median daily rate £400 £400 £385
% change year-on-year - +3.90% +2.67%
Number of hourly rates quoted 2022 2335 2744
UK median hourly rate £23.32 £24.00 £22.50
Median hourly rate % change year-on-year -2.83% +6.67% +18.42%
10th Percentile £11.35 £11.32 £11.50
90th Percentile £49.75 £48.75 £47.71
UK excluding London median hourly rate £24.00 £24.37 £23.75
% change year-on-year -1.50% +2.59% +18.75%

Logistic Regression
Job Vacancy Trend

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

Job vacancy trend for Logistic Regression in the UK

Logistic Regression
Contractor Daily Rate Trend

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Logistic Regression.

Contractor daily rate trend for Logistic Regression in the UK

Logistic Regression
Contractor Daily Rate Histogram

The daily rate distribution of IT jobs citing Logistic Regression over the 6 months to 19 November 2017.

Contractor daily rate histogram for Logistic Regression in the UK

Logistic Regression
Contractor Hourly Rate Trend

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Logistic Regression.

Contractor hourly rate trend for Logistic Regression in the UK

Logistic Regression
Top 10 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Logistic Regression within the UK over the 6 months to 19 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +43 33 £500 +17.65% 9
London -13 20 £503 +11.67% 3
UK excluding London +29 11 £425 - 6
North of England - 6 £444 - 5
North West - 4 £369 - 2
Midlands +30 2 £650 -
East Midlands +11 2 £650 -
Yorkshire - 2 £500 - 3
East of England - 2 £425 -
South West - 1 £325 -

For the 6 months to 19 November 2017, IT contractor 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 contract ads with a requirement for Logistic Regression.

1 28 (84.85%) Machine Learning
2 27 (81.82%) Python
3 16 (48.48%) Linear Regression
4 14 (42.42%) R
4 14 (42.42%) Neural Network
5 13 (39.39%) Algorithms
6 12 (36.36%) Analytical Skills
7 11 (33.33%) TensorFlow
8 10 (30.30%) Analytics
8 10 (30.30%) Random Forest
9 9 (27.27%) Theano
9 9 (27.27%) Apache Spark
9 9 (27.27%) Artificial Intelligence
10 8 (24.24%) Statistics
10 8 (24.24%) Linear Algebra
10 8 (24.24%) Pandas
10 8 (24.24%) Deep Learning
10 8 (24.24%) Natural Language Processing
11 7 (21.21%) NumPy
11 7 (21.21%) Big Data
11 7 (21.21%) Bayesian Methods
11 7 (21.21%) scikit-learn
11 7 (21.21%) SQL
11 7 (21.21%) Data Modelling
11 7 (21.21%) Finance
12 6 (18.18%) Mathematics
12 6 (18.18%) Computer Science
12 6 (18.18%) Hadoop
12 6 (18.18%) MXNet
12 6 (18.18%) Deeplearning4j

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 9 (27.27%) Apache Spark
2 3 (9.09%) SAS
3 1 (3.03%) IIS
Business Applications
1 1 (3.03%) WebTrends
Cloud Services
1 2 (6.06%) Cloud Computing
2 1 (3.03%) Google Analytics
Communications & Networking
1 2 (6.06%) Skype
2 1 (3.03%) Broadband
Database & Business Intelligence
1 7 (21.21%) Big Data
2 6 (18.18%) Hadoop
3 5 (15.15%) Apache Hive
4 3 (9.09%) Apache Cassandra
4 3 (9.09%) Data Mining
4 3 (9.09%) HBase
4 3 (9.09%) NoSQL
5 2 (6.06%) Blockchain
6 1 (3.03%) Apache Zeppelin
6 1 (3.03%) Impala
6 1 (3.03%) MongoDB
6 1 (3.03%) Sqoop
General
1 7 (21.21%) Finance
2 4 (12.12%) Retail
3 3 (9.09%) Telecoms
4 2 (6.06%) Aerospace
4 2 (6.06%) Automotive
4 2 (6.06%) Banking
4 2 (6.06%) Electronics
4 2 (6.06%) Manufacturing
4 2 (6.06%) Pharmaceutical
5 1 (3.03%) Advertising
5 1 (3.03%) Marketing
Job Titles
1 17 (51.52%) Data Scientist
2 6 (18.18%) Machine Learning Scientist
3 5 (15.15%) Architect
3 5 (15.15%) Machine Learning Engineer
4 4 (12.12%) Technical Architect
5 3 (9.09%) Analyst
5 3 (9.09%) Data Analyst
5 3 (9.09%) Data Engineer
5 3 (9.09%) Data Modeller
6 2 (6.06%) Data Manager
6 2 (6.06%) Digital Architect
6 2 (6.06%) Digital Technical Architect
6 2 (6.06%) SAS Modeller
6 2 (6.06%) SQL Analyst
6 2 (6.06%) SQL Data Analyst
7 1 (3.03%) Consultant
7 1 (3.03%) Data Architect
7 1 (3.03%) Digital Analytics Specialist
7 1 (3.03%) Project Manager
7 1 (3.03%) Software Engineer
Libraries, Frameworks & Software Standards
1 11 (33.33%) TensorFlow
2 9 (27.27%) Theano
3 8 (24.24%) Natural Language Processing
3 8 (24.24%) Pandas
4 7 (21.21%) NumPy
4 7 (21.21%) scikit-learn
5 6 (18.18%) Deeplearning4j
5 6 (18.18%) MXNet
6 4 (12.12%) SciPy
7 3 (9.09%) Keras
8 2 (6.06%) Kafka
8 2 (6.06%) PySpark
9 1 (3.03%) .NET
9 1 (3.03%) Bokeh
9 1 (3.03%) D3.js
9 1 (3.03%) Google Maps API
9 1 (3.03%) MLlib
9 1 (3.03%) OAuth
9 1 (3.03%) REST
9 1 (3.03%) SparkR
Miscellaneous
1 13 (39.39%) Algorithms
2 12 (36.36%) Analytical Skills
3 6 (18.18%) Computer Science
4 3 (9.09%) IVR
5 2 (6.06%) Data Centre
6 1 (3.03%) Digital Currency
6 1 (3.03%) Digital Signage
6 1 (3.03%) Greenfield Project
Operating Systems
1 1 (3.03%) Linux
Processes & Methodologies
1 28 (84.85%) Machine Learning
2 16 (48.48%) Linear Regression
3 14 (42.42%) Neural Network
4 10 (30.30%) Analytics
4 10 (30.30%) Random Forest
5 9 (27.27%) Artificial Intelligence
6 8 (24.24%) Deep Learning
6 8 (24.24%) Linear Algebra
6 8 (24.24%) Statistics
7 7 (21.21%) Bayesian Methods
7 7 (21.21%) Data Modelling
8 6 (18.18%) Mathematics
9 5 (15.15%) Decision Tree
9 5 (15.15%) Visualisation
10 4 (12.12%) Agile Software Development
10 4 (12.12%) Analytical Thinking
10 4 (12.12%) Data Visualisation
10 4 (12.12%) E-Commerce
11 3 (9.09%) Cluster Analysis
11 3 (9.09%) Data Extraction
Programming Languages
1 27 (81.82%) Python
2 14 (42.42%) R
3 7 (21.21%) SQL
4 3 (9.09%) Groovy
4 3 (9.09%) Java
4 3 (9.09%) Scala
5 2 (6.06%) MATLAB
5 2 (6.06%) Shell Script
6 1 (3.03%) C#
6 1 (3.03%) Julia
6 1 (3.03%) Ruby
Qualifications
1 4 (12.12%) Degree
Quality Assurance & Compliance
1 2 (6.06%) Data Quality
1 2 (6.06%) QA
System Software
1 4 (12.12%) HDFS
2 2 (6.06%) Apache Flume
Systems Management
1 2 (6.06%) Oozie
2 1 (3.03%) Ambari
2 1 (3.03%) Hadoop YARN
Vendors
1 3 (9.09%) Teradata
2 2 (6.06%) Google
3 1 (3.03%) Hortonworks
3 1 (3.03%) Microsoft
3 1 (3.03%) Tableau