Introduction 1 Purpose and scope 2 Acknowledgments 2 Data base 2 Estimating procedures for storm-runoff loads and storm-runoff volumes 4 Methods 4 Selection of response and explanatory variables 4 Definition of homogeneous regions 5 Selection of model form 6 Models 7 Three-variable models 7 Comparisons of all storm-runoff-load and storm-runoff-volume models 7 Storm-runoff-load models for region 1 9 Storm-runoff-load models for region II 11 Storm-runoff-load models for region III 12 Storm-runoff-volume models 12 Three-variable models for storm-runoff loads 14 Limitations of significant explanatory variables 17 Other potentially useful explanatory variables 18 Validation, testing, and application of regression models 19 Split-sample analysis 19 Standardized beta coefficients 20 Application of regression models 20 Estimating procedures for storm-runoff mean concentrations 21 Methods 21 Models 21 Estimating procedures for mean seasonal or annual loads 22 Response variable-mean load for a storm 22 Explanatory variables 23 Methods 25 Models 28 Example 31 Summary 31 References cited 32 Contents III Contents VI Manuscript approved for publication, March 17, 1988. application in the more arid Western States, and the least accurate models were those for areas that had large mean annual rainfall .