We still see people recommending Excel and throwing around those "Excel tools" (aka spreadsheets with some formulas).

Please stop endorsing spreadsheet apps for anything else than spreadsheets. Better use applications for numerical computations like #NumeRe or #R, which produce understandable, mainainable and debuggable solutions.