Period
to 21 June 2018

The following table provides summary statistics for contract job vacancies advertised in Edinburgh with a requirement for Impala skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Impala over the 6 months to 21 June 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Apache Impala
Scotland > Edinburgh
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 124 104 139
Rank change year-on-year -20 +35 -
Contract jobs citing Impala 4 2 1
As % of all contract IT jobs advertised in Edinburgh 0.14% 0.097% 0.035%
As % of the Database & Business Intelligence category 0.83% 0.51% 0.16%
Number of daily rates quoted 2 2 1
Edinburgh median daily rate £513 £488 £700
Median daily rate % change year-on-year +5.13% -30.36% -
Scotland median daily rate £500 £488 £700
% change year-on-year +2.56% -30.36% -
Number of hourly rates quoted 0 0 0
Edinburgh median hourly rate - - -
Scotland median hourly rate - - -

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

All Database and Business Intelligence Skills
Edinburgh
Contract vacancies with a requirement for database or business intelligence skills 484 390 612
As % of all contract IT jobs advertised in Edinburgh 16.74% 18.87% 21.30%
Number of daily rates quoted 285 220 357
Edinburgh median daily rate £400 £375 £395
Median daily rate % change year-on-year +6.67% -5.06% +5.33%
10th Percentile £310 £269 £270
90th Percentile £528 £526 £525
Scotland median daily rate £400 £375 £375
% change year-on-year +6.67% - -
Number of hourly rates quoted 1 9 3
Edinburgh median hourly rate £111.50 £47.23 £15.00
Median hourly rate % change year-on-year +136.08% +214.87% -68.42%
10th Percentile £111.25 £42.16 £10.50
90th Percentile £111.75 £52.17 £38.10
Scotland median hourly rate £16.25 £43.39 £33.10
% change year-on-year -62.55% +31.08% -22.11%

Impala
Job Vacancy Trend in Edinburgh

Job postings citing Impala as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Impala in Edinburgh

Impala
Contractor Daily Rate Trend in Edinburgh

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Impala in Edinburgh.

Contractor daily rate trend for Impala in Edinburgh

Impala
Contractor Daily Rate Histogram in Edinburgh

The daily rate distribution of IT jobs citing Impala in Edinburgh over the 6 months to 21 June 2018.

Contractor daily rate histogram for Impala in Edinburgh

For the 6 months to 21 June 2018, IT contractor jobs citing Impala also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the Edinburgh region with a requirement for Impala.

1 3 (75.00%) Python
1 3 (75.00%) SAS
1 3 (75.00%) Finance
1 3 (75.00%) R
1 3 (75.00%) Machine Learning
1 3 (75.00%) Apache Spark
1 3 (75.00%) Data Science
2 2 (50.00%) Analytics
2 2 (50.00%) Cloudera
2 2 (50.00%) Hadoop
2 2 (50.00%) Apache Hive
2 2 (50.00%) Artificial Intelligence
2 2 (50.00%) Apache Solr
3 1 (25.00%) Scala
3 1 (25.00%) Statistics
3 1 (25.00%) Computer Science
3 1 (25.00%) Stakeholder Management
3 1 (25.00%) Banking
3 1 (25.00%) Retail
3 1 (25.00%) Data Management
3 1 (25.00%) PhD
3 1 (25.00%) E-Commerce
3 1 (25.00%) ETL
3 1 (25.00%) Java
3 1 (25.00%) SQL
3 1 (25.00%) ITIL
3 1 (25.00%) Apache
3 1 (25.00%) Apache Cassandra
3 1 (25.00%) Amazon AWS
3 1 (25.00%) ITIL V3

Impala
Co-occurring IT Skills in Edinburgh 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 3 (75.00%) Apache Spark
1 3 (75.00%) SAS
2 2 (50.00%) Apache Solr
3 1 (25.00%) Apache
Cloud Services
1 1 (25.00%) Amazon AWS
Database & Business Intelligence
1 2 (50.00%) Apache Hive
1 2 (50.00%) Hadoop
2 1 (25.00%) Apache Cassandra
2 1 (25.00%) Big Data
2 1 (25.00%) Cloudera CDH
2 1 (25.00%) HBase
General
1 3 (75.00%) Finance
2 1 (25.00%) Banking
2 1 (25.00%) Retail
Job Titles
1 3 (75.00%) Data Scientist
2 1 (25.00%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 1 (25.00%) Akka
1 1 (25.00%) Kafka
1 1 (25.00%) TensorFlow
Miscellaneous
1 1 (25.00%) Computer Science
Processes & Methodologies
1 3 (75.00%) Data Science
1 3 (75.00%) Machine Learning
2 2 (50.00%) Analytics
2 2 (50.00%) Artificial Intelligence
3 1 (25.00%) Customer Acquisition
3 1 (25.00%) Data Management
3 1 (25.00%) E-Commerce
3 1 (25.00%) ETL
3 1 (25.00%) ITIL
3 1 (25.00%) ITIL V3
3 1 (25.00%) Stakeholder Management
3 1 (25.00%) Statistics
Programming Languages
1 3 (75.00%) Python
1 3 (75.00%) R
2 1 (25.00%) Java
2 1 (25.00%) Scala
2 1 (25.00%) SQL
Qualifications
1 1 (25.00%) PhD
System Software
1 1 (25.00%) Apache Flume
1 1 (25.00%) Apache ZooKeeper
Systems Management
1 1 (25.00%) Terraform
Vendors
1 2 (50.00%) Cloudera
2 1 (25.00%) Hortonworks
2 1 (25.00%) MapR