In addition to its network of 22,000 senior IT professionals, 451 Research also leverages its ChangeWave leading indicator survey
panel of 25,000 business and technology professionals – as well as early adopter consumers – to provide a forward-looking view of
technologies, companies and the macro economy well in advance of other sources. Furthermore, we conduct representative sample
surveys of US consumers based on Census Bureau statistics as a complement to our proprietary survey panels. In combination, 451
Research offers a multidimensional and comprehensive package of survey data that can’t be matched by the competition. !!