Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the City of 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 18 November 2017 with a comparison to the same period in the previous 2 years.

SPSS
Central London > City of London
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 315 328 342
Rank change year-on-year +13 +14 +25
Permanent jobs citing SPSS 15 26 79
As % of all permanent IT jobs advertised in the City of London 0.15% 0.22% 0.46%
As % of the Applications category 1.46% 2.25% 4.51%
Number of salaries quoted 14 23 64
City of London median annual salary £82,500 £47,500 £45,500
Median salary % change year-on-year +73.68% +4.40% -30.00%
10th Percentile £44,675 £37,775 £31,075
90th Percentile £115,000 £62,500 £72,125
Central London median annual salary £56,250 £47,500 £50,000
% change year-on-year +18.42% -5.00% -23.08%

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 the City of London with a requirement for software application skills.

All Software Application Skills
City of London
Permanent vacancies with a requirement for software application skills 1029 1155 1752
As % of all permanent IT jobs advertised in the City of London 10.11% 9.87% 10.13%
Number of salaries quoted 955 1052 1501
City of London median annual salary £50,000 £46,243 £45,000
Median salary % change year-on-year +8.13% +2.76% +3.45%
10th Percentile £28,000 £26,250 £25,750
90th Percentile £81,250 £76,250 £72,500
Central London median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

SPSS
Job Vacancy Trend in the City of London

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

Job vacancy trend for SPSS in the City of London

SPSS
Salary Trend in the City of London

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

Salary trend for SPSS in the City of London

SPSS
Salary Histogram in the City of London

The salary distribution of IT jobs citing SPSS in the City of London over the 6 months to 18 November 2017.

Salary histogram for SPSS in the City of London

For the 6 months to 18 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 City of London region with a requirement for SPSS.

1 13 (86.67%) SAS
2 12 (80.00%) R
3 10 (66.67%) Python
4 9 (60.00%) Data Mining
4 9 (60.00%) Statistics
5 8 (53.33%) SQL
5 8 (53.33%) Machine Learning
5 8 (53.33%) Analytics
5 8 (53.33%) Hadoop
6 7 (46.67%) Algorithms
6 7 (46.67%) Java
6 7 (46.67%) MATLAB
6 7 (46.67%) Retail
7 6 (40.00%) Degree
7 6 (40.00%) Big Data
8 5 (33.33%) Apache Pig
8 5 (33.33%) Apache Hive
8 5 (33.33%) Computer Science
8 5 (33.33%) Finance
8 5 (33.33%) Business Intelligence
8 5 (33.33%) C++
9 4 (26.67%) C
9 4 (26.67%) Agile Software Development
9 4 (26.67%) Mathematics
9 4 (26.67%) Tableau
9 4 (26.67%) NoSQL
9 4 (26.67%) Master's Degree
9 4 (26.67%) Performance Tuning
9 4 (26.67%) Kalman Filter
9 4 (26.67%) Analytical Skills

SPSS
Co-occurring IT Skills in the City of 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 13 (86.67%) SAS
2 5 (33.33%) Apache Pig
3 3 (20.00%) Apache Spark
4 2 (13.33%) Apache
Applications
1 3 (20.00%) Microsoft Excel
2 1 (6.67%) Microsoft PowerPoint
Cloud Services
1 2 (13.33%) Amazon AWS
1 2 (13.33%) Amazon EC2
1 2 (13.33%) Amazon EMR
1 2 (13.33%) Cloud Computing
2 1 (6.67%) Microsoft Azure
Database & Business Intelligence
1 9 (60.00%) Data Mining
2 8 (53.33%) Hadoop
3 6 (40.00%) Big Data
4 5 (33.33%) Apache Hive
5 4 (26.67%) NoSQL
6 3 (20.00%) Apache Cassandra
6 3 (20.00%) Data Warehouse
6 3 (20.00%) MongoDB
7 2 (13.33%) HBase
7 2 (13.33%) Relational Database
7 2 (13.33%) SAS EBI
7 2 (13.33%) Sqoop
7 2 (13.33%) Triplestore
8 1 (6.67%) Amazon Redshift
8 1 (6.67%) Data Lake
8 1 (6.67%) MySQL
8 1 (6.67%) Power BI
8 1 (6.67%) QlikView
8 1 (6.67%) SQL Server
General
1 7 (46.67%) Retail
2 5 (33.33%) Finance
3 2 (13.33%) Banking
4 1 (6.67%) Automotive
4 1 (6.67%) Games
4 1 (6.67%) Manufacturing
Job Titles
1 7 (46.67%) Data Scientist
2 2 (13.33%) Architect
2 2 (13.33%) Big Data Architect
2 2 (13.33%) Big Data Solutions Architect
2 2 (13.33%) Data Architect
2 2 (13.33%) Lead Architect
2 2 (13.33%) Lead Data Architect
2 2 (13.33%) Lead Solutions Architect
2 2 (13.33%) Solutions Architect
3 1 (6.67%) Analyst
3 1 (6.67%) Analytics Consultant
3 1 (6.67%) Consultant
3 1 (6.67%) Data Analyst
3 1 (6.67%) Data Analytics Consultant
3 1 (6.67%) Data Consultant
3 1 (6.67%) Data Technician
3 1 (6.67%) Junior
3 1 (6.67%) Senior Analyst
3 1 (6.67%) Senior Data Analyst
3 1 (6.67%) Tableau Consultant
Libraries, Frameworks & Software Standards
1 3 (20.00%) GraphX
1 3 (20.00%) MLlib
1 3 (20.00%) NumPy
1 3 (20.00%) Pandas
1 3 (20.00%) scikit-learn
2 2 (13.33%) Web Services
3 1 (6.67%) RESTful
Miscellaneous
1 7 (46.67%) Algorithms
2 5 (33.33%) Computer Science
3 4 (26.67%) Analytical Skills
4 2 (13.33%) Fintech
Operating Systems
1 2 (13.33%) Linux
Processes & Methodologies
1 9 (60.00%) Statistics
2 8 (53.33%) Analytics
2 8 (53.33%) Machine Learning
3 5 (33.33%) Business Intelligence
4 4 (26.67%) Agile Software Development
4 4 (26.67%) Kalman Filter
4 4 (26.67%) Mathematics
4 4 (26.67%) Performance Tuning
5 3 (20.00%) Acceptance Criteria
5 3 (20.00%) Data Analysis
5 3 (20.00%) Data Analytics
5 3 (20.00%) E-Commerce
5 3 (20.00%) Physics
5 3 (20.00%) Statistical Analysis
5 3 (20.00%) Time Series Analysis
5 3 (20.00%) Validation
6 2 (13.33%) Configuration Management
6 2 (13.33%) Data Integration
6 2 (13.33%) MapReduce
6 2 (13.33%) Open Source
Programming Languages
1 12 (80.00%) R
2 10 (66.67%) Python
3 8 (53.33%) SQL
4 7 (46.67%) Java
4 7 (46.67%) MATLAB
5 5 (33.33%) C++
6 4 (26.67%) C
7 3 (20.00%) Fortran
7 3 (20.00%) Scala
8 2 (13.33%) Perl
8 2 (13.33%) PHP
8 2 (13.33%) VBA
9 1 (6.67%) T-SQL
9 1 (6.67%) VB
Qualifications
1 6 (40.00%) Degree
2 4 (26.67%) Master's Degree
3 2 (13.33%) PhD
4 1 (6.67%) Computer Science Degree
4 1 (6.67%) DV Cleared
4 1 (6.67%) SC Cleared
4 1 (6.67%) Security Cleared
System Software
1 2 (13.33%) Apache Flume
Systems Management
1 2 (13.33%) Opscode Chef
Vendors
1 4 (26.67%) Tableau
2 2 (13.33%) Microsoft
2 2 (13.33%) Minitab
3 1 (6.67%) Alteryx
3 1 (6.67%) EXASOL
3 1 (6.67%) IBM
3 1 (6.67%) MicroStrategy
3 1 (6.67%) Oracle