Period
to 22 November 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Data Reconciliation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Reconciliation over the 6 months to 22 November 2017 with a comparison to the same period in the previous 2 years.

Data Reconciliation
UK
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 1106 1147 1244
Rank change year-on-year +41 +97 +22
Permanent jobs citing Data Reconciliation 76 78 65
As % of all permanent IT jobs advertised in the UK 0.042% 0.041% 0.030%
As % of the Processes & Methodologies category 0.047% 0.046% 0.034%
Number of salaries quoted 51 60 54
UK median annual salary £50,000 £45,000 £42,500
Median salary % change year-on-year +11.11% +5.88% -10.53%
10th Percentile £27,500 £30,500 £31,250
90th Percentile £76,250 £65,000 £80,250
UK excluding London median annual salary £35,000 £33,000 £37,500
% change year-on-year +6.06% -12.00% +11.11%

Data Reconciliation 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 162377 170041 191608
As % of all permanent IT jobs advertised in the UK 89.91% 89.40% 88.80%
Number of salaries quoted 128248 141329 157803
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%

Data Reconciliation
Job Vacancy Trend

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

Job vacancy trend for Data Reconciliation in the UK

Data Reconciliation
Salary Trend

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

Salary trend for Data Reconciliation in the UK

Data Reconciliation
Salary Histogram

The salary distribution of IT jobs citing Data Reconciliation over the 6 months to 22 November 2017.

Salary histogram for Data Reconciliation in the UK

Data Reconciliation
Top 9 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Reconciliation within the UK over the 6 months to 22 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 +15 73 £50,000 +11.11% 7
London +15 61 £52,500 +5.00% 4
UK excluding London +22 15 £35,000 +6.06% 4
North of England +1 10 £35,000 +16.67% 2
North West -13 9 £35,000 +16.67% 1
Scotland -11 3 £35,000 - 1
East of England +15 1 £45,000 - 1
South East +15 1 £25,000 -24.24%
Yorkshire - 1 - - 1

For the 6 months to 22 November 2017, IT jobs citing Data Reconciliation 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 Data Reconciliation.

1 62 (81.58%) SQL
2 57 (75.00%) Finance
3 42 (55.26%) Business Intelligence
4 30 (39.47%) Data Management
5 27 (35.53%) Microsoft Excel
6 25 (32.89%) SQL Server
7 24 (31.58%) Relational Database
8 23 (30.26%) SQL Server Reporting Services
8 23 (30.26%) Validation
9 21 (27.63%) Analytics
9 21 (27.63%) Data Quality
10 20 (26.32%) Agile Software Development
10 20 (26.32%) Degree
10 20 (26.32%) Oracle
11 19 (25.00%) ETL
11 19 (25.00%) Data Warehouse
12 18 (23.68%) Banking
12 18 (23.68%) Migration
13 17 (22.37%) SAS
13 17 (22.37%) Data Modelling
14 16 (21.05%) .NET
14 16 (21.05%) Oracle Reports
14 16 (21.05%) Investment Management
14 16 (21.05%) Time Management
15 15 (19.74%) Legal
15 15 (19.74%) Management Information System
15 15 (19.74%) Visualisation
16 14 (18.42%) Data Architecture
16 14 (18.42%) Information Architecture
16 14 (18.42%) Master Data Management

Data Reconciliation
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 17 (22.37%) SAS
2 1 (1.32%) Confluence
Applications
1 27 (35.53%) Microsoft Excel
2 5 (6.58%) Microsoft Office
3 2 (2.63%) Microsoft PowerPoint
Business Applications
1 6 (7.89%) Eikon
2 1 (1.32%) Investran
Cloud Services
1 6 (7.89%) Microsoft Azure
2 4 (5.26%) Amazon AWS
2 4 (5.26%) Google Cloud Platform
2 4 (5.26%) SaaS
3 1 (1.32%) CallidusCloud
3 1 (1.32%) Google Analytics
Communications & Networking
1 4 (5.26%) DNS
Database & Business Intelligence
1 25 (32.89%) SQL Server
2 24 (31.58%) Relational Database
3 23 (30.26%) SQL Server Reporting Services
4 19 (25.00%) Data Warehouse
5 16 (21.05%) Oracle Reports
6 10 (13.16%) SQL Server Integration Services
7 7 (9.21%) PostgreSQL
7 7 (9.21%) Tick Data
8 6 (7.89%) Big Data
9 4 (5.26%) Enterprise Data Warehouse
9 4 (5.26%) SQL Server Analysis Services
10 3 (3.95%) BusinessObjects
11 2 (2.63%) MS Access
11 2 (2.63%) SQL Server 2008
12 1 (1.32%) Base SAS
12 1 (1.32%) Hadoop
Development Applications
1 4 (5.26%) Vagrant
2 1 (1.32%) SQL Server Management Studio (SSMS)
General
1 57 (75.00%) Finance
2 18 (23.68%) Banking
3 15 (19.74%) Legal
4 11 (14.47%) Law
5 4 (5.26%) Back Office
5 4 (5.26%) Financial Institution
6 1 (1.32%) Billing
6 1 (1.32%) Games
6 1 (1.32%) Investment Banking
6 1 (1.32%) Manufacturing
6 1 (1.32%) Music Industry
Job Titles
1 26 (34.21%) Analyst
2 17 (22.37%) Consultant
3 16 (21.05%) .NET Consultant
3 16 (21.05%) Business Consultant
3 16 (21.05%) Business Intelligence Consultant
4 15 (19.74%) Developer
5 14 (18.42%) Financial Analyst
5 14 (18.42%) Report Analyst
6 13 (17.11%) Finance Systems Analyst
6 13 (17.11%) Systems Analyst
7 10 (13.16%) Data Analyst
8 8 (10.53%) Business Analyst
8 8 (10.53%) SQL Developer
9 7 (9.21%) Business Data Analyst
10 6 (7.89%) Data Business Analyst
10 6 (7.89%) Database Developer
10 6 (7.89%) SQL Server Developer
10 6 (7.89%) SSIS Developer
10 6 (7.89%) SSRS Developer
11 5 (6.58%) Business Intelligence Developer
Libraries, Frameworks & Software Standards
1 16 (21.05%) .NET
2 4 (5.26%) MDX
3 1 (1.32%) HTML
Miscellaneous
1 15 (19.74%) Management Information System
2 13 (17.11%) Analytical Skills
3 10 (13.16%) Fintech
4 8 (10.53%) Reference Data
5 7 (9.21%) Data Protection Act
6 5 (6.58%) Data Structures
6 5 (6.58%) Social Media
7 4 (5.26%) Linux Command Line
7 4 (5.26%) Public Cloud
8 3 (3.95%) ASIC
8 3 (3.95%) DTCC
8 3 (3.95%) Greenfield Project
8 3 (3.95%) Hedge funds
8 3 (3.95%) User Experience
9 1 (1.32%) Computer Science
9 1 (1.32%) Derivative
9 1 (1.32%) Equities
9 1 (1.32%) Fixed Income
9 1 (1.32%) OTC Derivatives
Operating Systems
1 4 (5.26%) Linux
1 4 (5.26%) Ubuntu
Processes & Methodologies
1 42 (55.26%) Business Intelligence
2 30 (39.47%) Data Management
3 23 (30.26%) Validation
4 21 (27.63%) Analytics
5 20 (26.32%) Agile Software Development
6 19 (25.00%) ETL
7 18 (23.68%) Migration
8 17 (22.37%) Data Modelling
9 16 (21.05%) Investment Management
9 16 (21.05%) Time Management
10 15 (19.74%) Visualisation
11 14 (18.42%) Data Architecture
11 14 (18.42%) Information Architecture
11 14 (18.42%) Master Data Management
11 14 (18.42%) Statistical Analysis
12 12 (15.79%) Data Analysis
13 11 (14.47%) Business Analysis
14 10 (13.16%) Information Management
15 8 (10.53%) Data Governance
15 8 (10.53%) Mathematics
Programming Languages
1 62 (81.58%) SQL
2 12 (15.79%) Python
3 9 (11.84%) T-SQL
4 7 (9.21%) VBA
5 4 (5.26%) Bash Shell
5 4 (5.26%) Java
5 4 (5.26%) JavaScript
5 4 (5.26%) Ruby
6 3 (3.95%) C
7 1 (1.32%) Perl
7 1 (1.32%) PL/SQL
Qualifications
1 20 (26.32%) Degree
2 3 (3.95%) DV Cleared
2 3 (3.95%) SC Cleared
2 3 (3.95%) Security Cleared
3 2 (2.63%) MCSA
3 2 (2.63%) MCSE
3 2 (2.63%) Microsoft Certification
4 1 (1.32%) PMI Certification
4 1 (1.32%) PMP
Quality Assurance & Compliance
1 21 (27.63%) Data Quality
2 11 (14.47%) ISO/IEC 27001
3 7 (9.21%) GDPR
3 7 (9.21%) PCI DSS
4 4 (5.26%) EMIR
4 4 (5.26%) GCP
4 4 (5.26%) MiFID
4 4 (5.26%) QA
5 3 (3.95%) Dodd-Frank
5 3 (3.95%) PMO
6 2 (2.63%) SLA
7 1 (1.32%) Sarbanes-Oxley
System Software
1 4 (5.26%) Docker
Systems Management
1 4 (5.26%) Ansible
1 4 (5.26%) Kubernetes
1 4 (5.26%) Marathon
1 4 (5.26%) Opscode Chef
1 4 (5.26%) Puppet
1 4 (5.26%) Salt
Vendors
1 20 (26.32%) Oracle
2 10 (13.16%) Microsoft
3 6 (7.89%) Bloomberg
4 5 (6.58%) Cognizant
5 4 (5.26%) Atlassian
5 4 (5.26%) VMware
6 3 (3.95%) Snow
7 1 (1.32%) Apple
7 1 (1.32%) Callidus
7 1 (1.32%) Google
7 1 (1.32%) Informatica
7 1 (1.32%) Salesforce.com
7 1 (1.32%) Tableau