Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Econometrics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Econometrics over the 6 months to 21 November 2017 with a comparison to the same period in the previous 2 years.

Econometrics
UK
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 1160 1203 1210
Rank change year-on-year +43 +7 +46
Permanent jobs citing Econometrics 46 40 91
As % of all permanent IT jobs advertised in the UK 0.025% 0.021% 0.042%
As % of the Processes & Methodologies category 0.028% 0.024% 0.047%
Number of salaries quoted 30 38 66
UK median annual salary £55,000 £47,500 £55,000
Median salary % change year-on-year +15.79% -13.64% -
10th Percentile £30,650 £27,500 £30,000
90th Percentile £70,375 £70,500 £95,625
UK excluding London median annual salary £55,000 £30,000 £49,000
% change year-on-year +83.33% -38.78% -18.33%

Econometrics 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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 162655 168863 192975
As % of all permanent IT jobs advertised in the UK 89.90% 89.39% 88.79%
Number of salaries quoted 128479 140408 158967
UK median annual salary £50,000 £49,500 £47,500
Median salary % change year-on-year +1.01% +4.21% +5.56%
10th Percentile £28,750 £28,000 £27,500
90th Percentile £80,000 £78,750 £77,500
UK excluding London median annual salary £44,000 £42,500 £42,500
% change year-on-year +3.53% - +6.25%

Econometrics
Job Vacancy Trend

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

Job vacancy trend for Econometrics in the UK

Econometrics
Salary Trend

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

Salary trend for Econometrics in the UK

Econometrics
Salary Histogram

The salary distribution of IT jobs citing Econometrics over the 6 months to 21 November 2017.

Salary histogram for Econometrics in the UK

Econometrics
Top 8 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Econometrics within the UK over the 6 months to 21 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
England +26 40 £57,500 +21.05% 3
UK excluding London +37 24 £55,000 +83.33%
London +15 20 £55,000 +3.29% 3
East of England +15 11 - -
North of England +17 8 £60,000 +100.00%
North West +8 8 £60,000 +100.00%
Wales - 4 £42,500 -
South West +13 1 £60,000 +20.00%

For the 6 months to 21 November 2017, IT jobs citing Econometrics 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 Econometrics.

1 34 (73.91%) Analytics
2 32 (69.57%) Python
3 31 (67.39%) R
4 30 (65.22%) SQL
4 30 (65.22%) Statistics
5 28 (60.87%) Mathematics
6 26 (56.52%) Analytical Skills
7 25 (54.35%) Degree
8 23 (50.00%) SAS
9 22 (47.83%) Big Data
10 21 (45.65%) Tableau
11 20 (43.48%) Visualisation
12 19 (41.30%) Machine Learning
13 18 (39.13%) Hadoop
14 16 (34.78%) Statistical Modelling
15 15 (32.61%) Customer Analytics
15 15 (32.61%) Data Visualisation
15 15 (32.61%) Apache Hive
15 15 (32.61%) Marketing
15 15 (32.61%) Apache Spark
16 14 (30.43%) MATLAB
17 13 (28.26%) Numerate Degree
18 12 (26.09%) Web Services
18 12 (26.09%) Data Management
18 12 (26.09%) Yield Management
18 12 (26.09%) Amazon AWS
19 11 (23.91%) JSON
19 11 (23.91%) Computer Science
19 11 (23.91%) Data Quality
19 11 (23.91%) Apache Flume

Econometrics
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 23 (50.00%) SAS
2 15 (32.61%) Apache Spark
3 4 (8.70%) Apache Pig
4 1 (2.17%) Apache
4 1 (2.17%) Elasticsearch
4 1 (2.17%) Jupyter
Applications
1 9 (19.57%) Microsoft Excel
2 4 (8.70%) Microsoft Office
2 4 (8.70%) Microsoft PowerPoint
2 4 (8.70%) SPSS
3 3 (6.52%) EViews
Cloud Services
1 12 (26.09%) Amazon AWS
2 2 (4.35%) Google Analytics
3 1 (2.17%) Microsoft Azure
Database & Business Intelligence
1 22 (47.83%) Big Data
2 18 (39.13%) Hadoop
3 15 (32.61%) Apache Hive
4 11 (23.91%) Impala
5 9 (19.57%) QlikView
6 6 (13.04%) SQL Server
7 4 (8.70%) NoSQL
7 4 (8.70%) Spotfire
8 3 (6.52%) Data Mining
8 3 (6.52%) Power BI
9 2 (4.35%) Data Warehouse
10 1 (2.17%) SQL Server 2012
10 1 (2.17%) SQL Server Reporting Services
Development Applications
1 5 (10.87%) SQL Server Management Studio (SSMS)
General
1 15 (32.61%) Marketing
2 11 (23.91%) Retail
3 5 (10.87%) Finance
4 4 (8.70%) Games
5 1 (2.17%) Advertising
5 1 (2.17%) Banking
5 1 (2.17%) German Language
5 1 (2.17%) Investment Banking
5 1 (2.17%) Online Betting
Job Titles
1 15 (32.61%) Analytics Consultant
1 15 (32.61%) Consultant
2 14 (30.43%) Analyst
3 12 (26.09%) Data Analyst
4 11 (23.91%) Data Analytics Consultant
4 11 (23.91%) Data Consultant
4 11 (23.91%) SAS Consultant
5 7 (15.22%) Data Scientist
6 5 (10.87%) Senior Consultant
6 5 (10.87%) Senior Data Analytics Consultant
6 5 (10.87%) Senior SAS Consultant
7 4 (8.70%) Research Scientist
7 4 (8.70%) Technical Analyst
8 3 (6.52%) Analytics Manager
8 3 (6.52%) Principal Consultant
8 3 (6.52%) Senior Data Scientist
9 2 (4.35%) Big Data Manager
9 2 (4.35%) Digital Analytics Consultant
9 2 (4.35%) Senior Analyst
9 2 (4.35%) Senior Analytics Manager
Libraries, Frameworks & Software Standards
1 12 (26.09%) Web Services
2 11 (23.91%) JSON
3 5 (10.87%) Pandas
4 3 (6.52%) Natural Language Processing
5 1 (2.17%) .NET
5 1 (2.17%) CSS
5 1 (2.17%) D3.js
5 1 (2.17%) Highcharts JS
5 1 (2.17%) HTML
5 1 (2.17%) MLlib
5 1 (2.17%) NumPy
5 1 (2.17%) PySpark
5 1 (2.17%) scikit-learn
Miscellaneous
1 26 (56.52%) Analytical Skills
2 11 (23.91%) Computer Science
2 11 (23.91%) Foreign Exchange (FX)
3 5 (10.87%) Algorithms
4 4 (8.70%) Social Media
5 3 (6.52%) Data Structures
5 3 (6.52%) FMCG
5 3 (6.52%) Linux Command Line
6 2 (4.35%) Digital Media
7 1 (2.17%) Eurex
7 1 (2.17%) Reinsurance
Operating Systems
1 4 (8.70%) Linux
2 1 (2.17%) Windows
Processes & Methodologies
1 34 (73.91%) Analytics
2 30 (65.22%) Statistics
3 28 (60.87%) Mathematics
4 20 (43.48%) Visualisation
5 19 (41.30%) Machine Learning
6 16 (34.78%) Statistical Modelling
7 15 (32.61%) Customer Analytics
7 15 (32.61%) Data Visualisation
8 12 (26.09%) Data Management
8 12 (26.09%) Yield Management
9 11 (23.91%) Experimental Design
9 11 (23.91%) Personalization
9 11 (23.91%) Strategic Thinking
10 10 (21.74%) Actionable Insight
11 9 (19.57%) Economics
12 8 (17.39%) Business Intelligence
12 8 (17.39%) Data Analysis
12 8 (17.39%) Operations Research
12 8 (17.39%) Statistical Analysis
13 5 (10.87%) Data Analytics
Programming Languages
1 32 (69.57%) Python
2 31 (67.39%) R
3 30 (65.22%) SQL
4 14 (30.43%) MATLAB
5 5 (10.87%) C#
5 5 (10.87%) C++
6 3 (6.52%) Java
6 3 (6.52%) Ruby
6 3 (6.52%) Scala
7 2 (4.35%) JavaScript
Qualifications
1 25 (54.35%) Degree
2 13 (28.26%) Numerate Degree
3 10 (21.74%) PhD
4 9 (19.57%) Master's Degree
Quality Assurance & Compliance
1 11 (23.91%) Data Quality
2 7 (15.22%) Actionable Recommendations
System Software
1 11 (23.91%) Apache Flume
Systems Management
1 1 (2.17%) Kibana
Vendors
1 21 (45.65%) Tableau
2 5 (10.87%) Microsoft
3 3 (6.52%) Google
4 1 (2.17%) Capita
4 1 (2.17%) eSpeed
4 1 (2.17%) Hitwise
4 1 (2.17%) Twitter