128 NaTIoNal SCIENCE TEaChERS aSSoCIaTIoN
Chapter 7 Teaching Science as Inquiry and Developing 21st-Century Skills
Figure 7.1
Trends in Routine and Nonroutine Task Input in the United States Since
1969
Source: Autor, D., F. Levy, and R. J. Murnane. 2003. The skill content of recent technical change.
Quarterly Journal of Economics 118 (4): 1279–1333.
Figure 7.1 shows a decline in tasks involving physical work that uses deduc-
tive or inductive rules. The figure also shows a decline in skills involving phys-
ical tasks that cannot be described as following a set of If-Then-Do rules. The
latter has proven extremely difficult for computer programmers. This represents
a decline in manual labor.
Much less attention has been devoted to the significant decline in routine
cognitive task input, involving mental tasks that are well described by logical
rules. Because such tasks can be accomplished by following a set of rules, they
are prime candidates for computerization, and the figure shows, indeed, that
demand for this task category has seen the steepest decline during the recent
decade. Furthermore, rules-based tasks also are easier than other kinds of work
to send to foreign producers. When a task can be reduced to rules—that is, a
standard operating procedure—the process needs to be explained “only once,”
so the process of communicating with foreign producers is much simpler than
the case of non-rules-based tasks where each piece of work is a special case.
By the same token, when a process can be reduced to rules, it is much easier
to monitor the quality of output. All of this highlights an important issue for
65
60
55
50
45
40
Mean t
ask Input in Percentiles of 1960 t
ask Distribution
1960 1970 1980 1990 2000
Nonroutine analytic
Routine cognitive Routine manual
Nonroutine interactive Nonroutine manual
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