# Creating constraints in TestDesign package

### Introduction

This document explains how to create constraints data for loadConstraints(). In test assembly, practitioners often want to select items satisfying various types of constraints. As of TestDesign version 1.1.0, constraints can be read in from data.frame objects or .csv spreadsheet files. Data is expected to be in the following structure:

CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C1 Number Item 30 30
C2 Number Item LEVEL == 3 10 10
C3 Number Item LEVEL == 4 10 10
C4 Number Item LEVEL == 5 10 10
C5 Number Item STANDARD == 1 17 20

Constraints data must have seven columns, named as CONSTRAINT_ID, TYPE, WHAT, CONDITION, LB, UB, ONOFF on the first row. Beginning from the second row, each row must have corresponding values for each column. A convenient way to creating constraints is to use a spreadsheet application (e.g. Excel) and work on the content from there.

#### CONSTRAINT_ID

This column serves as identifiers. Character values can be used as long as the values are unique.

#### TYPE

This column specifies the type of constraint. Following values are expected: Number, Order, Enemy, Include, Exclude, AllorNone.

• Number specifies the constraint to be applied to the number of selected items (if WHAT column is Item), or to the number of selected item sets (if WHAT column is Stimulus). For example, the following row tells the solver to select a total of 30 items.
CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C1 Number Item 30 30

• Sum specifies the constraint to be applied to the sum of attributes of selected items (if WHAT column is Item), or of selected item sets (if WHAT column is Stimulus). For example, the following row tells the solver to keep the sum of WORDS between 500–600.
CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C2 Sum Item WORDS 500 600

• Order specifies the selection to be made in ascending order. The following row tells the solver to select the items in ascending LEVEL, based on supplied attributes.
CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C32 Order Item LEVEL

• Enemy specifies the items (or item sets) matching the condition to be treated as enemy items. To tell the solver to select at most one of the two items:
CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C33 Enemy Item ID %in% c(“SC00001”, “SC00002”)

• Include specifies the items matching the condition to be always included in selection. For example, the following row tells the solver to include items SC00003 and SC00004:
CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C34 Include Item ID %in% c(“SC00003”, “SC00004”)

• Exclude specifies the items matching the condition to be always excluded from selection. The following row tells the solver to exclude items that match PTBIS < 0.15, based on supplied item attributes.
CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C35 Exclude Item PTBIS < 0.15

• AllOrNone specifies the items matching the condition to be either all included or all excluded. To tell the solver to either select items SC00005 and SC00006 at the same time or exclude them at the same time:
CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C36 AllOrNone Item ID %in% c(“SC00005”, “SC00006”)

#### WHAT

This column specifies the unit of assembly the constraint uses. Expected values are Item or Stimulus.

#### CONDITION

This column specifies the condition of the constraint. An R expression returning logical values (TRUE or FALSE) is expected. The variables supplied in item attributes can be used in the expression as variable names.

Some examples are:

• "STANDARD %in% c(2, 4)" tells the solver to select when STANDARD is either 2 or 4.
• "STANDARD %in% c(2, 4) & DOK >= 3" tells the solver to select when STANDARD is either 2 or 4, and also DOK is at least 3.
• !is.na(FACIT) tells the solver to select when FACIT is not empty.
• Leave it empty to not specify any condition. This is useful in constraining the total number of items.

For TYPE == SUM, using a variable name imposes the constraint on the sum of the variable. The following row tells the solver to keep the sum of WORDS between 500–600.

CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C2 Sum Item WORDS 500 600

For TYPE == SUM, constraints on conditional sums can be imposed by using a variable name, placing a comma, and then giving an R expression returning logical values. The following row tells the solver to keep the sum of WORDS within DOK == 1 items between 50–80.

CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C3 Sum Item WORDS, DOK == 1 50 80

In set-based assembly, Per Stimulus can be used to specify the number of items to select in each stimulus. For example, the following row tells the solver to select 4 to 6 items per stimulus:

CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C3 Number Item Per Stimulus 4 6

#### LB and UB

These two columns specify lower and upper bounds on the number of selected items. These must be specified when TYPE is Number, and otherwise must be left empty.

Some example rows are provided.

• To select a total of 12 items:
CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C1 Number Item 12 12

• To select 15 to 30 items satisfying DOK >= 2:
CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C17 Number Item DOK >= 2 15 30

#### ONOFF

Set this to OFF to turn off the constraint from being applied. ON or leaving it blank applies the constraint. The following example specifies the order constraint to be not applied.

CONSTRAINT_ID TYPE WHAT CONDITION LB UB ONOFF
C18 Order Passage CONTENT OFF