Contract Database & BI Statistics in Scotland

Use this option to select the period over which the statistics are calculated.

There is a choice between 3 and 6 months to 31 October 2026 with year-over-year comparisons.

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Use this option to exclude results with historical job ad aggregates falling below the selected threshold during the period.

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Results 1 - 50 of 67

Contract Job Market Index
Description	Rank 6 Months to 31 Oct 2026	Rank YoY Change	Median Daily Rate	Median Daily Rate YoY Change	Historical Absolute & Relative Jobs Vacancies	Live Jobs
Power BI	44	Up 28 places+28	£428	-14.50%	106 4.50%	21
SQL Server	74	Up 6 places+6	£450	-2.70%	63 2.67%	6
Metadata	82	Up 15 places+15	£484	+1.89%	54 2.29%	3
Data Warehouse	92	Down 18 places-18	£500	+11.11%	44 1.87%	4
PostgreSQL	92	Down 26 places-26	£423	-9.03%	44 1.87%	8
MongoDB	100	Down 26 places-26	£377	-20.63%	35 1.48%	1
Relational Database	101	Down 47 places-47	£450	+5.88%	34 1.44%	3
Data Lake	110	Down 3 places-3	£410	+6.88%	25 1.06%	1
DynamoDB	115	No change0	£385	-30.04%	20 0.85%
Oracle Database	116	Down 17 places-17	£375	-30.87%	19 0.81%	2
Tableau	118	Down 13 places-13	£389	-22.30%	17 0.72%	4
MySQL	119	Down 11 places-11	£440	-5.63%	16 0.68%
Snowflake Schema	120	Down 3 places-3	£513	+13.88%	15 0.64%
Amazon RDS	120	Down 13 places-13	£417	+4.25%	15 0.64%	3
Power Query	121	Down 8 places-8	£400	-20.00%	14 0.59%	6
Amazon Aurora	123	Down 25 places-25	£488	-4.41%	12 0.51%
BigQuery	123	Down 14 places-14	£436	-3.05%	12 0.51%
Oracle Reports	125	Down 26 places-26	£319	-36.67%	10 0.42%
Star Schema	125	Down 9 places-9	£420	-6.66%	10 0.42%	2
Amazon Athena	125	Down 10 places-10	£409	-19.80%	10 0.42%	1
NoSQL	125	Down 37 places-37	£410	-6.28%	10 0.42%
Db2	127	Down 35 places-35	£650	+30.00%	8 0.34%	1
Big Data	127	Down 23 places-23	£300	-40.00%	8 0.34%
Elasticsearch	127	Down 27 places-27	£549	+2.04%	8 0.34%	1
Data Vault	127	Down 12 places-12	£538	-17.30%	8 0.34%
Azure SQL Database	127	Down 12 places-12	£510	-2.85%	8 0.34%	1
Semantic Layer	128	New entry-	£509	-	7 0.30%
MariaDB	128	Down 13 places-13	£440	-10.75%	7 0.30%	1
RDBMS	130	Down 19 places-19	£488	+39.28%	5 0.21%
EDMS	130	New entry-	-	-	5 0.21%
GIS	130	Down 25 places-25	£420	-11.57%	5 0.21%	1
Looker	130	Down 13 places-13	£388	-18.36%	5 0.21%
Apache Iceberg	131	New entry-	£463	-	4 0.17%
Redis	131	Down 19 places-19	£475	-5.00%	4 0.17%
Oracle Database 10g	131	Down 14 places-14	£397	+22.00%	4 0.17%
DataStage	131	New entry-	£463	-	4 0.17%
Oracle Database 11g	132	Down 15 places-15	£318	-2.15%	3 0.13%
Trino	132	New entry-	£286	-	3 0.13%
Neo4j	132	New entry-	£550	-	3 0.13%
Flink	132	New entry-	£550	-	3 0.13%
BusinessObjects	132	New entry-	-	-	3 0.13%
Oracle BI Publisher	132	New entry-	£435	-	3 0.13%
Amazon Redshift	132	Down 17 places-17	£409	-19.80%	3 0.13%	1
SQL Server Integration Services	132	Down 19 places-19	£438	-2.77%	3 0.13%	1
Delta Lake	132	Down 14 places-14	£402	-26.90%	3 0.13%	1
MS Access	133	Down 16 places-16	£475	-44.11%	2 0.085%
Data Mining	133	Down 17 places-17	£313	-13.65%	2 0.085%	2
CockroachDB	133	Down 21 places-21	-	-	2 0.085%
SQLPlus	133	New entry-	-	-	2 0.085%
QGIS	133	New entry-	£315	-	2 0.085%	1