Parallelize a computer program by scoping program variables at compile time and inserting code into the program. Identify as value predictable variables, variables that are: defined only once in a loop of the program; not defined in any inner loop of the loop; and used in the loop. Optionally also: identify a code block in the program that contains a variable assignment, and then traverse a path backwards from the block through a control flow graph of the program. Name in a set all blocks along the path until a loop header block. For each block in the set, determine program blocks that logically succeed the block and are not in the first set. Identify all paths between the block and the determined blocks as failure paths, and insert code into the failure paths. When executed at run time of the program, the inserted code fails the corresponding path.