Mm. Sebrechts et al., USING ALGEBRA WORD-PROBLEMS TO ASSESS QUANTITATIVE ABILITY - ATTRIBUTES, STRATEGIES, AND ERRORS, Cognition and instruction, 14(3), 1996, pp. 285-343
Changing goals in mathematics education have encouraged more open-ende
d problem solving in assessment. However, the use of these less constr
ained approaches has been limited by a lack of demonstrated relations
between the underlying cognitive models and measurement consequences.
In order to begin to characterize the cognitive basis for this emergin
g approach to measurement in a small domain-algebra word problems-deta
iled analyses of solutions to 20 problems that had appeared on the Gra
duate Record Examination General Test were collected from 51 undergrad
uates. Problems were characterized in terms of their major attributes,
and solutions were described by students' strategies and errors. Regr
ession analyses indicated that models including attributes such as the
need to apply algebraic concepts, problem complexity, and problem con
tent could account for 37% to 62% of the variance in problem difficult
y. Protocol analyses identified four major solution strategies-equatio
n formulation, ratio setup, simulation, and other (unsystematic) appro
aches-as well as a number of collateral strategies, including the use
of pictures, formulae, and verbal descriptions. Higher achieving stude
nts used more equation strategies, more collateral strategies, and few
er unsystematic approaches than lower achieving students. Student erro
rs tended to be idiosyncratic but could be classified into six princip
al categories that were used to identify sources of performance. Overa
ll, the results support the notion that constructed responses capture
strategy formulation and high-level planning, as do more traditional m
easures of quantitative reasoning. At the same time, constructed respo
nses are more sensitive to individual problem characteristics and proc
edural errors that may be helpful in instruction but are a potential s
ource of bias in assessment. A preliminary theoretical framework for d
escribing performance on algebra word problems is proposed, and its us
efulness for instruction and for more systematic design of tests is di
scussed.