Too many digital twin initiatives stall after the pilot phase, failing to deliver real business impact. Without a trusted data foundation, companies risk costly downtime, inaccurate predictions, and ...

David Kindness is a Certified Public Accountant (CPA) and an expert in the fields of financial accounting, corporate and individual tax planning and preparation, and investing and retirement planning.

Investopedia contributors come from a range of backgrounds, and over 25 years there have been thousands of expert writers and editors who have contributed. Thomas J. Brock is a CFA and CPA with more ...