Errors in measurement come from three main sources: gross errors from human mistakes, systematic errors from instrument defects or environmental factors, and random errors from unknown causes. Systematic errors include instrumental errors from worn parts or friction and environmental errors from conditions like temperature or magnetic fields. Random errors occur even when systematic errors are addressed and can only be reduced by taking more readings and using statistical analysis.