Control charts, founded by Walter A. Shewhart in 1924, are statistical tools for quality control used to monitor process performance over time. They display data chronologically to assess stability, understand process variations, and determine capabilities through upper and lower control limits. While control charts offer advantages like diagnosing process improvements and identifying variations, they also have drawbacks such as lack of explanations for variations and challenges with complex data.