Examining the data to identify essential questions - guilty before innocent

We use the democratic legal position of presuming innocence until proven guilty as a metaphor to be considered in reverse when examining data: guilty before innocent. As the giant Internet corporations take greater control of the entire data production and consumption lifecycle there is much at stake. Clichéd phrases that generalise '21st century skills' seem no longer adequate for describing the skills and competencies needed by next generation...