Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to

The following table provides summary statistics for permanent job vacancies advertised in Manchester with a requirement for Data Lake skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Lake over the 6 months to 30 June 2022 with a comparison to the same period in the previous 2 years.

Data Lakes
North West > Manchester
6 months to
30 Jun 2022		 Same period 2021 Same period 2020
Rank 156 174 144
Rank change year-on-year +18 -30 +119
Permanent jobs citing Data Lake 112 34 44
As % of all permanent jobs advertised in Manchester 1.84% 0.75% 1.22%
As % of the Database & Business Intelligence category 8.17% 2.93% 4.18%
Number of salaries quoted 50 28 34
10th Percentile £43,550 £50,000 £41,250
25th Percentile £44,688 £56,250 £42,813
Median annual salary (50th Percentile) £63,750 £62,500 £70,000
Median % change year-on-year +2.00% -10.71% +60.00%
75th Percentile £74,688 £72,500 -
90th Percentile £108,150 £76,625 -
North West median annual salary £59,732 £62,500 £70,000
% change year-on-year -4.43% -10.71% +64.71%

Data Lake is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
Manchester
Permanent vacancies with a requirement for database or business intelligence skills 1,371 1,162 1,053
As % of all permanent IT jobs advertised in Manchester 22.56% 25.51% 29.10%
Number of salaries quoted 843 918 870
10th Percentile £37,500 £32,500 £33,750
25th Percentile £42,500 £40,000 £40,000
Median annual salary (50th Percentile) £55,000 £50,000 £50,000
Median % change year-on-year +10.00% - +11.11%
75th Percentile £70,000 £65,000 £60,000
90th Percentile £85,000 £76,250 £70,000
North West median annual salary £53,000 £50,000 £47,500
% change year-on-year +6.00% +5.26% +7.95%

Data Lake
Job Vacancy Trend in Manchester

Job postings citing Data Lake as a proportion of all IT jobs advertised in Manchester.

Job vacancy trend for Data Lake in Manchester

Data Lake
Salary Trend in Manchester

3-month moving average salary quoted in jobs citing Data Lake in Manchester.

Salary trend for Data Lake in Manchester

Data Lake
Salary Histogram in Manchester

Salary distribution for jobs citing Data Lake in Manchester over the 6 months to 30 June 2022.

Salary histogram for Data Lake in Manchester

Data Lake
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Lake within the Manchester region over the 6 months to 30 June 2022. 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
Jobs
Cheadle - 6 - -
Altrincham - 3 £62,500 -
Salford - 2 - -
Data Lake
North West

For the 6 months to 30 June 2022, IT jobs citing Data Lake also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Manchester region with a requirement for Data Lake.

1 75 (66.96%) Data Warehouse
2 71 (63.39%) Analytics
3 64 (57.14%) Agile
4 59 (52.68%) Azure
5 58 (51.79%) Data Modelling
6 47 (41.96%) SQL
6 47 (41.96%) Finance
6 47 (41.96%) Data Pipeline
7 45 (40.18%) ETL
8 43 (38.39%) Python
9 41 (36.61%) AWS
10 39 (34.82%) NoSQL
10 39 (34.82%) Business Intelligence
11 37 (33.04%) Relational Database
12 34 (30.36%) Microservices
12 34 (30.36%) Visualisation
13 30 (26.79%) SQL Server
14 28 (25.00%) Data Management
15 27 (24.11%) GCP
15 27 (24.11%) Snowflake
16 26 (23.21%) Data Engineering
16 26 (23.21%) Databricks
16 26 (23.21%) Azure Data Factory
16 26 (23.21%) Data Architecture
17 25 (22.32%) Data Quality
17 25 (22.32%) Use Case
17 25 (22.32%) Automotive
17 25 (22.32%) CI/CD
18 23 (20.54%) Power Platform
18 23 (20.54%) Problem-Solving

Data Lake
Co-occurring IT Skills in Manchester 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 12 (10.71%) Apache Spark
2 10 (8.93%) Oracle Workflow
3 3 (2.68%) DataSynapse
3 3 (2.68%) IIS
4 1 (0.89%) Apache
4 1 (0.89%) Apache Airflow
Business Applications
1 7 (6.25%) JDE OneWorld
2 1 (0.89%) Dynamics AX
2 1 (0.89%) NetSuite
Cloud Services
1 59 (52.68%) Azure
2 41 (36.61%) AWS
3 27 (24.11%) GCP
3 27 (24.11%) Snowflake
4 26 (23.21%) Azure Data Factory
5 23 (20.54%) Power Platform
6 20 (17.86%) Azure Cosmos DB
7 19 (16.96%) Azure Synapse Analytics
8 10 (8.93%) AWS CloudFormation
9 9 (8.04%) Matillion
10 4 (3.57%) Serverless
11 2 (1.79%) AWS Lambda
11 2 (1.79%) Azure Data Lake Analytics
11 2 (1.79%) Azure DevOps
11 2 (1.79%) Azure Functions
11 2 (1.79%) dbt
12 1 (0.89%) Amazon S3
12 1 (0.89%) Dynamics 365
12 1 (0.89%) PaaS
12 1 (0.89%) Trello
Communications & Networking
1 3 (2.68%) Firewall
1 3 (2.68%) HTTP
2 1 (0.89%) Internet
2 1 (0.89%) Network Security
Database & Business Intelligence
1 75 (66.96%) Data Warehouse
2 39 (34.82%) NoSQL
3 37 (33.04%) Relational Database
4 30 (26.79%) SQL Server
5 23 (20.54%) Power BI
6 20 (17.86%) Big Data
7 12 (10.71%) Data Mart
7 12 (10.71%) MySQL
7 12 (10.71%) Semantic Layer
8 11 (9.82%) BusinessObjects
8 11 (9.82%) Hadoop
8 11 (9.82%) PowerCenter
8 11 (9.82%) Qlik Sense
8 11 (9.82%) QlikView
8 11 (9.82%) Snowflake Schema
8 11 (9.82%) SQL Server Analysis Services
9 10 (8.93%) Star Schema
10 9 (8.04%) Elasticsearch
11 5 (4.46%) Tableau
12 4 (3.57%) SQL Server Integration Services
Development Applications
1 7 (6.25%) GitLab
2 6 (5.36%) ERwin
3 2 (1.79%) JIRA
4 1 (0.89%) Git (software)
General
1 47 (41.96%) Finance
2 25 (22.32%) Automotive
3 22 (19.64%) Analytical Skills
4 17 (15.18%) Social Skills
4 17 (15.18%) Telecoms
5 16 (14.29%) Manufacturing
6 14 (12.50%) Public Sector
7 12 (10.71%) Marketing
8 9 (8.04%) Electronics
8 9 (8.04%) Legal
9 8 (7.14%) Banking
10 7 (6.25%) Aerospace
10 7 (6.25%) Inclusion and Diversity
10 7 (6.25%) Retail
11 6 (5.36%) Law
12 3 (2.68%) Advertising
13 2 (1.79%) Presentation Skills
14 1 (0.89%) General Ledger
14 1 (0.89%) Local Government
14 1 (0.89%) Publishing
Job Titles
1 46 (41.07%) Data Engineer
2 35 (31.25%) Architect
3 10 (8.93%) Big Data Engineer
3 10 (8.93%) Security Architect
4 9 (8.04%) Associate Engineer
5 8 (7.14%) Consultant
5 8 (7.14%) Data Architect
5 8 (7.14%) Principal Architect
5 8 (7.14%) Principal Solutions Architect
5 8 (7.14%) Solutions Architect
6 7 (6.25%) Business Intelligence Consultant
7 6 (5.36%) Business Intelligence Developer
7 6 (5.36%) Chief Architect
7 6 (5.36%) Data Modeller
7 6 (5.36%) Developer
7 6 (5.36%) QlikView Consultant
7 6 (5.36%) SAP BusinessObjects (BO) Consultant
8 3 (2.68%) Senior Business Intelligence Developer
8 3 (2.68%) SQL BI Developer
8 3 (2.68%) SQL Server BI Developer
Libraries, Frameworks & Software Standards
1 10 (8.93%) Web Services
2 2 (1.79%) JSON
2 2 (1.79%) Kafka
3 1 (0.89%) .NET
3 1 (0.89%) Apache Avro
3 1 (0.89%) Velocity
3 1 (0.89%) XML
Miscellaneous
1 10 (8.93%) Cloud Native
2 9 (8.04%) IoT
3 8 (7.14%) Self-Motivation
4 7 (6.25%) Data Structures
4 7 (6.25%) Public Cloud
5 2 (1.79%) Data Fabric
6 1 (0.89%) Greenfield Project
6 1 (0.89%) Management Information System
6 1 (0.89%) NHS
6 1 (0.89%) Reference Data
Operating Systems
1 5 (4.46%) Linux
2 3 (2.68%) Solaris
2 3 (2.68%) Unix
2 3 (2.68%) VMS
2 3 (2.68%) Windows
Processes & Methodologies
1 71 (63.39%) Analytics
2 64 (57.14%) Agile
3 58 (51.79%) Data Modelling
4 47 (41.96%) Data Pipeline
5 45 (40.18%) ETL
6 39 (34.82%) Business Intelligence
7 34 (30.36%) Microservices
7 34 (30.36%) Visualisation
8 28 (25.00%) Data Management
9 26 (23.21%) Data Architecture
9 26 (23.21%) Data Engineering
10 25 (22.32%) CI/CD
10 25 (22.32%) Use Case
11 23 (20.54%) Problem-Solving
12 22 (19.64%) Data Science
13 19 (16.96%) DevOps
13 19 (16.96%) Machine Learning
13 19 (16.96%) SDLC
14 18 (16.07%) Physical Data Model
14 18 (16.07%) Scrum
Programming Languages
1 47 (41.96%) SQL
2 43 (38.39%) Python
3 13 (11.61%) T-SQL
4 10 (8.93%) Bash
4 10 (8.93%) R
5 9 (8.04%) VBA
6 7 (6.25%) C#
7 1 (0.89%) Go
7 1 (0.89%) Java
Qualifications
1 12 (10.71%) Degree
2 10 (8.93%) CISSP
2 10 (8.93%) CSSLP
3 7 (6.25%) Microsoft Certification
4 2 (1.79%) CTC Cleared
4 2 (1.79%) Security Cleared
5 1 (0.89%) Computer Science Degree
5 1 (0.89%) TOGAF Certification
Quality Assurance & Compliance
1 25 (22.32%) Data Quality
2 7 (6.25%) Accessibility
System Software
1 4 (3.57%) Docker
2 2 (1.79%) Virtual Machines
Systems Management
1 10 (8.93%) Terraform
2 1 (0.89%) Kubernetes
Vendors
1 26 (23.21%) Databricks
2 15 (13.39%) Microsoft
3 13 (11.61%) Informatica
3 13 (11.61%) SAP
4 12 (10.71%) Oracle
5 11 (9.82%) Google
6 10 (8.93%) Cloudera
6 10 (8.93%) Hitachi
6 10 (8.93%) Splunk
7 1 (0.89%) JD Edwards