Period
to 21 November 2017

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

SPSS
England > London
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 629 604 544
Rank change year-on-year -25 -60 -14
Permanent jobs citing SPSS 203 254 398
As % of all permanent IT jobs advertised in London 0.27% 0.34% 0.45%
As % of the Applications category 3.15% 3.81% 4.37%
Number of salaries quoted 145 206 280
London median annual salary £60,000 £51,250 £50,000
Median salary % change year-on-year +17.07% +2.50% -4.76%
10th Percentile £38,450 £32,500 £31,250
90th Percentile £102,200 £88,750 £81,375
England median annual salary £45,750 £50,000 £50,000
% change year-on-year -8.50% - -

SPSS is in the Software Applications 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 software application skills.

All Software Application Skills
London
Permanent vacancies with a requirement for software application skills 6454 6674 9111
As % of all permanent IT jobs advertised in London 8.54% 8.82% 10.29%
Number of salaries quoted 4932 5630 7566
London median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +2.41%
10th Percentile £26,000 £25,500 £25,000
90th Percentile £75,000 £73,750 £71,250
England median annual salary £37,500 £37,500 £37,500

SPSS
Job Vacancy Trend in London

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

Job vacancy trend for SPSS in London

SPSS
Salary Trend in London

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

Salary trend for SPSS in London

SPSS
Salary Histogram in London

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

Salary histogram for SPSS in London

SPSS
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing SPSS within the London region 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
Central London -8 22 £55,000 +15.79% 3
West London +18 13 £40,500 -26.36% 2
SPSS
England

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

1 166 (81.77%) Analytics
2 161 (79.31%) SAS
3 127 (62.56%) R
4 110 (54.19%) Python
5 103 (50.74%) SQL
6 100 (49.26%) Tableau
7 83 (40.89%) Analytical Skills
8 78 (38.42%) Data Analytics
9 66 (32.51%) Hadoop
9 66 (32.51%) Business Intelligence
10 65 (32.02%) Visualisation
10 65 (32.02%) Degree
11 63 (31.03%) Microsoft Excel
12 61 (30.05%) Big Data
13 58 (28.57%) Spotfire
14 57 (28.08%) Statistics
15 51 (25.12%) QlikView
16 49 (24.14%) ETL
17 48 (23.65%) Finance
18 45 (22.17%) Marketing
19 44 (21.67%) Data Analysis
20 43 (21.18%) Data Mining
21 42 (20.69%) NoSQL
22 38 (18.72%) Data Visualisation
22 38 (18.72%) Data Quality
22 38 (18.72%) Mathematics
23 37 (18.23%) Google
24 35 (17.24%) Retail
24 35 (17.24%) Java
25 33 (16.26%) Oracle

SPSS
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
1 161 (79.31%) SAS
2 19 (9.36%) Apache
3 18 (8.87%) Apache Spark
4 14 (6.90%) Apache Pig
Applications
1 63 (31.03%) Microsoft Excel
2 13 (6.40%) Microsoft PowerPoint
3 11 (5.42%) Microsoft Office
4 6 (2.96%) SPSS Modeler
5 5 (2.46%) EViews
5 5 (2.46%) Mathematica
6 4 (1.97%) Stata
7 1 (0.49%) Vensim
7 1 (0.49%) Weka
Business Applications
1 17 (8.37%) SAP InfiniteInsight
2 15 (7.39%) SAP ERP
3 7 (3.45%) Adobe Campaign
4 5 (2.46%) Dynamics CRM
5 2 (0.99%) Unica
6 1 (0.49%) FastStats
Cloud Services
1 29 (14.29%) Google Analytics
2 20 (9.85%) Amazon AWS
3 19 (9.36%) Cloud Computing
4 14 (6.90%) Microsoft Azure
5 11 (5.42%) Adobe Analytics
6 10 (4.93%) Google Cloud Platform
7 8 (3.94%) Amazon Kinesis
8 6 (2.96%) Amazon EC2
8 6 (2.96%) Amazon EMR
9 3 (1.48%) Azure Machine Learning
10 1 (0.49%) Data Lake Analytics
Communications & Networking
1 3 (1.48%) Internet
Database & Business Intelligence
1 66 (32.51%) Hadoop
2 61 (30.05%) Big Data
3 58 (28.57%) Spotfire
4 51 (25.12%) QlikView
5 43 (21.18%) Data Mining
6 42 (20.69%) NoSQL
7 27 (13.30%) Apache Hive
8 25 (12.32%) Power BI
9 24 (11.82%) Relational Database
10 21 (10.34%) Apache Cassandra
11 19 (9.36%) Data Warehouse
12 14 (6.90%) RDBMS
12 14 (6.90%) SQL Server
13 13 (6.40%) MongoDB
13 13 (6.40%) Pentaho
14 11 (5.42%) Amazon Redshift
15 10 (4.93%) BigQuery
15 10 (4.93%) SQL Server Reporting Services
15 10 (4.93%) Sqoop
16 8 (3.94%) SAS EBI
Development Applications
1 8 (3.94%) Talend Open Studio
2 5 (2.46%) Toad
3 2 (0.99%) Maven
4 1 (0.49%) Git (software)
General
1 48 (23.65%) Finance
2 45 (22.17%) Marketing
3 35 (17.24%) Retail
4 14 (6.90%) Advertising
5 11 (5.42%) Banking
5 11 (5.42%) German Language
6 10 (4.93%) Aerospace
7 4 (1.97%) Legal
8 3 (1.48%) French Language
8 3 (1.48%) Manufacturing
9 2 (0.99%) Electronics
9 2 (0.99%) Telecoms
10 1 (0.49%) Automotive
10 1 (0.49%) Games
10 1 (0.49%) Investment Banking
10 1 (0.49%) Pharmaceutical
10 1 (0.49%) Retail Banking
Job Titles
1 57 (28.08%) Analyst
2 42 (20.69%) Analytics Manager
3 40 (19.70%) Data Analytics Manager
4 29 (14.29%) Data Manager
5 27 (13.30%) Data Analyst
5 27 (13.30%) Data Scientist
6 16 (7.88%) Consultant
6 16 (7.88%) Insight Analyst
7 14 (6.90%) Senior Analyst
8 12 (5.91%) ERP Manager
9 9 (4.43%) Analytics Consultant
9 9 (4.43%) Marketing Analyst
9 9 (4.43%) Senior Insight Analyst
10 8 (3.94%) User Experience Researcher
11 7 (3.45%) Customer Analyst
11 7 (3.45%) Customer Insight Analyst
12 6 (2.96%) Data Consultant
12 6 (2.96%) Lead Architect
12 6 (2.96%) Lead Data Architect
12 6 (2.96%) Lead Solutions Architect
Libraries, Frameworks & Software Standards
1 16 (7.88%) HTML
2 15 (7.39%) Web Services
3 8 (3.94%) AngularJS
3 8 (3.94%) CSS
3 8 (3.94%) D3.js
3 8 (3.94%) HTML5
3 8 (3.94%) React
4 6 (2.96%) Natural Language Processing
5 5 (2.46%) Pandas
6 4 (1.97%) Kafka
6 4 (1.97%) NumPy
7 3 (1.48%) GraphX
7 3 (1.48%) MLlib
7 3 (1.48%) scikit-learn
8 1 (0.49%) .NET
8 1 (0.49%) RESTful
8 1 (0.49%) Seaborn
8 1 (0.49%) XML
Miscellaneous
1 83 (40.89%) Analytical Skills
2 23 (11.33%) Computer Science
3 19 (9.36%) User Experience
4 11 (5.42%) Algorithms
5 8 (3.94%) Management Information System
5 8 (3.94%) Social Network
6 7 (3.45%) FMCG
7 6 (2.96%) Fintech
7 6 (2.96%) Social Media
8 4 (1.97%) Digital Media
9 2 (0.99%) Credit Risk
9 2 (0.99%) Online Gambling
10 1 (0.49%) Linked Data
10 1 (0.49%) Mobile App
10 1 (0.49%) Smartphone
Operating Systems
1 19 (9.36%) Linux
Processes & Methodologies
1 166 (81.77%) Analytics
2 78 (38.42%) Data Analytics
3 66 (32.51%) Business Intelligence
4 65 (32.02%) Visualisation
5 57 (28.08%) Statistics
6 49 (24.14%) ETL
7 44 (21.67%) Data Analysis
8 38 (18.72%) Data Visualisation
8 38 (18.72%) Mathematics
9 33 (16.26%) Data Governance
10 32 (15.76%) Machine Learning
11 30 (14.78%) Data Management
11 30 (14.78%) Statistical Analysis
12 29 (14.29%) Actionable Insight
12 29 (14.29%) Open Source
13 28 (13.79%) Agile Software Development
14 24 (11.82%) Stakeholder Management
15 23 (11.33%) CRM
16 22 (10.84%) Data Extraction
17 20 (9.85%) Data Cleansing
Programming Languages
1 127 (62.56%) R
2 110 (54.19%) Python
3 103 (50.74%) SQL
4 35 (17.24%) Java
5 29 (14.29%) VBA
6 24 (11.82%) MATLAB
7 19 (9.36%) PHP
8 17 (8.37%) JavaScript
8 17 (8.37%) Perl
9 14 (6.90%) C++
10 9 (4.43%) C
11 8 (3.94%) Fortran
12 7 (3.45%) Scala
13 6 (2.96%) VB
14 2 (0.99%) C#
15 1 (0.49%) Clojure
15 1 (0.49%) T-SQL
Qualifications
1 65 (32.02%) Degree
2 19 (9.36%) Master's Degree
3 15 (7.39%) Security Cleared
4 12 (5.91%) Numerate Degree
4 12 (5.91%) SC Cleared
5 10 (4.93%) PhD
6 6 (2.96%) Postgraduate
7 3 (1.48%) Computer Science Degree
7 3 (1.48%) DV Cleared
8 2 (0.99%) CTC Cleared
Quality Assurance & Compliance
1 38 (18.72%) Data Quality
2 9 (4.43%) CRD IV
2 9 (4.43%) EMIR
2 9 (4.43%) MiFID
3 7 (3.45%) Actionable Recommendations
4 5 (2.46%) QA
System Software
1 6 (2.96%) Apache Flume
Systems Management
1 7 (3.45%) Opscode Chef
2 1 (0.49%) Hadoop YARN
2 1 (0.49%) Puppet
Vendors
1 100 (49.26%) Tableau
2 37 (18.23%) Google
3 33 (16.26%) Oracle
4 25 (12.32%) Cloudera
5 22 (10.84%) Teradata
6 21 (10.34%) Netezza
7 20 (9.85%) Microsoft
8 18 (8.87%) SAP
9 16 (7.88%) Adobe
10 13 (6.40%) Hortonworks
10 13 (6.40%) MapR
11 10 (4.93%) Alteryx
12 8 (3.94%) Facebook
12 8 (3.94%) IBM
12 8 (3.94%) Informatica
12 8 (3.94%) Talend
12 8 (3.94%) Twitter
13 7 (3.45%) Cognos
14 6 (2.96%) Minitab
15 5 (2.46%) Omniture