Laboratory versus field experiments

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Laboratory v. field experiments

The tradeoff between internal and external validity

Natural sciences

• In natural sciences, most experiments have been undertaken in carefully controlled laboratory conditions

– Seeking laws of physics, etc.

• Inanimate objects are unlikely to react differently in controlled and uncontrolled conditions

• The main goal is to avoid contaminating the experiment via the introduction of third variables

• Far more exacting and finer measurement is possible under controlled conditions

Laboratory experiments in social science

• Closely controlled social science experiments do have the advantage of limiting the impact of third variables, but the unnatural situation presents problems for applying the findings outside the laboratory

– “Artificiality” of laboratory setting

• Human behavior is sensitive to the environment within which it occurs

– People act differently in a laboratory than in the natural world

• Several characteristics of laboratories are thought to influence behavior

• The very third variables controlled in the lab may be the ones that determine behavior in the real world

• So, findings from laboratory experiments may only be valid for laboratory environments

An example

• New commercials are tested in controlled conditions

– Eye tracking

– Liking for commercials

– Influence on purchase interest

• May try to provide less artificial conditions for study

– Simulated living room

• Commercials that test high in lab experiments often do not work very well when used in real marketing campaigns

So, experiments move out of the lab:

• Researchers want to retain some of the advantages of the experiment:

– Ability to manipulate/introduce the independent variable and to control how much of it is presented

– Time order—which comes first

• While sacrificing some of their ability to control third variables

• The goal is to improve our ability to generalize our findings to the real world

The field experiment

• One way to do so is to carry out a ‘field experiment’

– The researcher still manipulates the independent variable, but she does so within the natural world

– For example, police try randomly stopping motorists and testing for alcohol to see if alcoholrelated crashes decline

Information Resources, Inc.

• BehaviorScan system

What problems do we encounter?

• Greatly reduced ability to prevent third variable contamination of results

– The crusading doctor in MHHP

– History effects

• Cycles

• What can you do?

– Measure/monitor likely alternative explanatory variables

– Question subjects about sources of influence

– Multiple manipulations of the independent variable over time

– Multiple measurement waves

– Multiple dependent measures

• None will be perfect

• Expense

– Tradeoff between extensive and intensive study

– Budget constraints on number of sites, etc.

• Access/permission

– Some research may present concerns to authorities, citizens, etc.

• Gain authorization/support prior to entering the field

• Maintain good relationships with community leaders, etc. throughout the intervention/research

Capturing ‘natural experiments’

• Sometimes unusual or unique events occur

– ALAR scare

– Service disruptions

– Political campaigns

– School shooting

– Institution of Wi-Fi in an area

“Natural experiments”

• Because most such events are unplanned, the ability to prepare for them is limited

– May keep a research group, materials and resources ready for certain types of events

• Must engage in ‘firehouse research’ gathering as much data as possible in a short time

– Inefficient, and may miss important data

– However, real-world events, etc. may provide very valuable data—may have both internal and external validity

• Use statistics, research analysis models that are appropriate to experimental studies

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