Worldwide end user spending on public cloud services is projected to reach one trillion dollars by 2027. Sixty one percent of organizations now use at least one data analytics platform while 41 percent report duplicated data across systems as a persistent obstacle. The sections below compile statistics on market size, employment demand, governance gaps, and performance metrics.
Key Takeaways
- 49% of organizations cited data security and privacy concerns as a top barrier to cloud adoption
- 61% of organizations reported using at least one data analytics platform in their organization
- 42% of organizations said they were using real-time analytics capabilities
- $245.5 billion projected global analytics and BI software market size in 2030
- $29.6 billion global big data analytics market size in 2023 (forecast to reach $60.5B by 2030)
- $8.7 billion global location analytics market size in 2022 (forecast to grow to $22.1B by 2030)
- BLS reported 2022 median pay of $101,650 for statisticians (related analytical roles)
- BLS reported 2022 median pay of $97,920 for operations research analysts (analytics roles)
- BLS reported 2022 median pay of $100,000 for information security analysts (data/analytics-adjacent security analytics)
- 86% of organizations planned to increase spending on analytics in 2024
- Gartner forecasts worldwide end-user spending on public cloud services to reach $1.0T by 2027
- Google BigQuery reported that queries processed in 2022 were in the tens of billions per day (Google Cloud customer metric)
- Gartner reported that 60% of organizations lack a formal data governance program (survey)
- Gartner reported that 30% of analytics and BI initiatives fail to meet expectations (survey)
- Trifacta (now part of Qlik) estimated that data scientists spend about 60% of time on data preparation
Cloud analytics demand is surging, but data security, governance, and real time readiness remain major barriers.
Related reading
01 · Category
Cloud & Infrastructure3 stats
01
49% of organizations cited data security and privacy concerns as a top barrier to cloud adoption
02
61% of organizations reported using at least one data analytics platform in their organization
03
42% of organizations said they were using real-time analytics capabilities
Interpretation
Cloud & Infrastructure Interpretation
For Cloud and Infrastructure-focused data analytics, 49% of organizations still see data security and privacy as a key barrier to cloud adoption while 61% already use at least one analytics platform and 42% have real time capabilities.
02 · Category
Market Size8 stats
01
$245.5 billion projected global analytics and BI software market size in 2030
02
$29.6 billion global big data analytics market size in 2023 (forecast to reach $60.5B by 2030)
03
$8.7 billion global location analytics market size in 2022 (forecast to grow to $22.1B by 2030)
04
$27.5 billion global data warehousing market size in 2023
05
$15.3 billion global data preparation tools market size in 2023
06
Global business intelligence software market revenue was about $33.9B in 2023
07
$10.64 billion global market size for data visualization tools in 2023 (forecasted growth expected), reflecting subsegment spending relevant to analytics dashboards
08
$3.2 billion global market size for data catalog tools in 2023 (forecast to expand), reflecting investment in discovery/metadata that supports analytics teams
Interpretation
Market Size Interpretation
The market size for data analytics is expanding rapidly, with global analytics and BI software projected to reach $245.5 billion by 2030 and multiple adjacent segments like big data analytics at $29.6 billion in 2023 and data warehousing at $27.5 billion in 2023 underscoring strong, sustained growth across the broader analytics stack.
03 · Category
Employment & Demand7 stats
01
BLS reported 2022 median pay of $101,650for statisticians (related analytical roles)
02
BLS reported 2022 median pay of $97,920for operations research analysts (analytics roles)
03
BLS reported 2022 median pay of $100,000for information security analysts (data/analytics-adjacent security analytics)
04
BLS reported 2023 employment of 606,900 for management analysts
05
BLS reported 2023 employment of 646,700 for operations research analysts (SOC 15-2011)
06
BLS reported 2023 employment of 116,400 for information security analysts
07
BLS reported 2023 employment of 47,000 for data scientists (SOC 15-2051)
Interpretation
Employment & Demand Interpretation
For the Employment and Demand angle, BLS data shows strong and ongoing hiring pressure in analytics related fields, with 2023 employment reaching 646,700 for operations research analysts and 606,900 for management analysts alongside 116,400 information security analysts employed in 2023.
04 · Category
Budget & Roi2 stats
01
86% of organizations planned to increase spending on analytics in 2024
02
Gartner forecasts worldwide end-user spending on public cloud services to reach $1.0T by 2027
Interpretation
Budget & Roi Interpretation
With 86% of organizations planning to increase analytics spending in 2024 and Gartner forecasting public cloud spending reaching $1.0T by 2027, the Budget and Roi outlook shows strong continued investment momentum aimed at driving measurable value from analytics.
05 · Category
Performance & Benchmarks1 stats
01
Google BigQuery reported that queries processed in 2022 were in the tens of billions per day (Google Cloud customer metric)
Interpretation
Performance & Benchmarks Interpretation
In 2022, Google BigQuery handled tens of billions of queries per day, underscoring how, from a Performance and Benchmarks perspective, data analytics at scale is already operating on extremely high throughput.
06 · Category
Quality & Governance2 stats
01
Gartner reported that 60% of organizations lack a formal data governance program (survey)
02
Gartner reported that 30% of analytics and BI initiatives fail to meet expectations (survey)
Interpretation
Quality & Governance Interpretation
From a Quality and Governance perspective, Gartner’s findings suggest a worrying gap where 60% of organizations lack a formal data governance program and 30% of analytics and BI initiatives still fail to meet expectations.
More related reading
07 · Category
Time & Productivity1 stats
01
Trifacta (now part of Qlik) estimated that data scientists spend about 60% of time on data preparation
Interpretation
Time & Productivity Interpretation
From a Time & Productivity perspective, Trifacta’s estimate that data scientists spend about 60% of their time on data preparation signals that improving preparation workflows could deliver the biggest gains in overall productivity.
08 · Category
Workforce & Skills6 stats
01
1 in 5 roles posted in the analytics ecosystem increasingly require SQL and Python skills, reflecting core toolchain expectations for data analysts and adjacent roles.
02
Python is among the most commonly used programming languages in professional development according to the Stack Overflow Developer Survey 2024, supporting its widespread use by analytics practitioners.
03
The U.S. BLS projected employment for management analysts to increase by 10% from 2022 to 2032, which typically includes analytical roles supporting organizations’ decision-making.
04
The U.S. BLS projected employment for operations research analysts to increase by 23% from 2022 to 2032, reflecting strong demand for quantitative analytics roles.
05
The U.S. BLS projected employment for data scientists to increase by 36% from 2022 to 2032, supporting expanding analytics teams where data analysts often collaborate.
06
The U.S. BLS projected employment for information security analysts to increase by 32% from 2022 to 2032, reflecting growing security analytics needs that data analysts frequently intersect with.
Interpretation
Workforce & Skills Interpretation
From the workforce and skills perspective, demand for analytics talent is set to surge with U.S. BLS projections showing data scientist roles up 36% from 2022 to 2032 and operations research analyst roles up 23%, while analytics job postings increasingly expect core toolchain skills like SQL and Python.
09 · Category
Performance Metrics1 stats
01
41% of organizations reported that dashboard adoption improved decision-making speed in their business areas.
Interpretation
Performance Metrics Interpretation
In the performance metrics lens, 41% of organizations say dashboard adoption has improved the speed of decision-making, showing that better analytics uptake can directly accelerate how quickly business decisions get made.
10 · Category
Industry Trends3 stats
01
41% of organizations reported that data is duplicated across multiple systems, increasing the effort for analytics and data validation.
02
40% of data analytics and visualization respondents report using Python for data analysis, reflecting Python’s penetration in common analytics workflows
03
33% of respondents use SQL in their work, consistent with SQL being a core query language for data analysts
Interpretation
Industry Trends Interpretation
In industry trends for data analysts, duplicated data is reported by 41% of organizations while Python is used by 40% and SQL by 33%, suggesting analysts are increasingly relying on common analytics tools to manage and make sense of messy, fragmented data systems.
11 · Category
Labor Market Signals5 stats
01
4.7% of US jobs require data analysis skills, based on Burning Glass/Lightcast-style skill-demand reporting and reflecting breadth of analytics demand across roles
02
646,700 people were employed as operations research analysts in the US in 2023 (SOC 15-2011)
03
$101,650median pay for statisticians (SOC 15-2041) in 2022, a related analytical profession
04
606,900 people were employed as management analysts in the US in 2023 (a decision-analytics occupation that frequently overlaps with data analysis work)
05
47,000 people were employed as data scientists in the US in 2023 (SOC 15-2051)
Interpretation
Labor Market Signals Interpretation
Labor market signals for data analysts are strong and broad, with 4.7% of US jobs requiring data analysis skills and sizable related workforces including 606,900 management analysts and 646,700 operations research analysts in 2023, showing steady demand beyond narrower job titles.
report visual · Comparison
Analytics adoption & real-time capabilities
Most organizations use analytics platforms, and a substantial share are already using real-time analytics.
61% of organizations reported using at least one data analytics platform in their organization61%
49% of organizations cited data security and privacy concerns as a top barrier to cloud adoption
49%
42% of organizations said they were using real-time analytics capabilities
42%
source-verifiedgartner.com
Reference
Cite This Report
This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.
APA
Megan Gallagher. (2026, February 13). Data Analyst Statistics. Gitnux. https://gitnux.org/data-analyst-statistics
MLA
Megan Gallagher. "Data Analyst Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/data-analyst-statistics.
Chicago
Megan Gallagher. 2026. "Data Analyst Statistics." Gitnux. https://gitnux.org/data-analyst-statistics.
Sources & references
39 datasets cited across this report · attribution is report-level
+26 additional datasets cited (not shown individually)