State of Test Data Management Tools
Test Data Needed
Modern DevOps teams need high quality test data based on real production data sources for software testing early in the SDLC. This helps development teams bring high-quality applications to market at an increasingly competitive pace.

Data for DevOps
Though many organizations have adopted agile software development and DevOps methodologies, there has been an underinvestment in test data management tools—which has constrained innovation.

In most countries school education is predominantly financed and provided by governments. Public funding and provision also plays a major role in higher education. Although there is wide agreement on the principle that education, at least at school level, should be financed mainly by governments, there is considerable debate over the desirable extent of public provision of education. Supporters of public education argue that universal public provision promotes equality of opportunity and social cohesion. Opponents of public provision advocate alternatives such as vouchers.

Compared to other areas of basic education, globally comparable data on pre-primary education financing remain scarce. While much of existing non-formal and private programmes may not be fully accounted for, it can be deduced from the level of provision that pre-primary financing remains inadequate, especially when considered against expected benefits. Globally, pre-primary education accounts for the lowest proportion of the total public expenditure on education, in spite of the much-documented positive impact of quality early childhood care and education on later learning and other social outcomes

Vocational education is education that prepares people for a skilled craft as an artisan, trade as a tradesperson, or work as a technician. Vocational education can also be seen as that type of education given to an individual to prepare that individual to be gainfully employed or self employed with requisite skill.[1] Vocational education is known by a variety of names, depending on the country concerned, including career and technical education,[2] or acronyms such as TVET (technical and vocational education and training) and TAFE (technical and further education).

A vocational school is a type of educational institution specifically designed to provide vocational education.

Vocational education can take place at the post-secondary, further education, or higher education level and can interact with the apprenticeship system. At the post-secondary level, vocational education is often provided by highly specialized trade schools, technical schools, community colleges, colleges of further education (UK), vocational universities, and institutes of technology