| Course | ADC 515 Psychology of Addiction |
|---|---|
| Module | Module 4 |
| Paper type | Theory and research paper with case |
| Length | About 1,046 words, 6 pages |
| Format | APA 7 student paper |
| School | Aspen University |
| Program | Psychology and Addiction Studies |
| Updated | October 2026 |
Free sample paper for ADC 515 Module 4
Why Every Beer Sign Stands Out: Attentional Bias, Craving and Relapse
Student Name
Psychology and Addiction Studies Program, Aspen University
ADC 515: Psychology of Addiction
Instructor Name
Month Day, Year
Why Every Beer Sign Stands Out: Attentional Bias, Craving and Relapse
In her third week at the residential program near Grand Rapids, Denise returned from an outing to the grocery store unsettled. "It's like the beer signs are lit up," she told her counselor. "I never noticed how many there are. I couldn't stop looking." The client and her residential program are fictional. Her experience illustrates attentional bias, the subject of this paper.
What Attentional Bias Is
Attentional bias is the tendency for cues associated with a substance to capture and hold attention. It is usually measured with reaction-time tasks. In the addiction Stroop, people name the ink color of words; slower naming of alcohol-related words than neutral words suggests that the words' meaning captures attention. In the dot-probe task, people respond to a dot appearing where one of two images was shown; faster responses to dots replacing alcohol images suggest attention was already there.
How It Develops and Relates to Craving
Field and Cox (2008) reviewed research on the development, causes and consequences of attentional bias in addictive behaviors. They explained its development through learning: through repeated pairing with a drug's effects, drug cues acquire incentive value and come to grab attention automatically. Attentional bias was found in heavy drinkers, smokers and people using other drugs, and it was generally stronger in heavier users. They proposed a reciprocal relationship with craving: craving increases attention to drug cues, and attending to drug cues increases craving, so that each can feed the other in a cycle that may end in use. They also noted that attentional bias was most consistently related to craving when both were measured at the same time, and that its relationship to future use was less consistent across studies.
| Step | What happens | In Denise's grocery trip |
|---|---|---|
| Cue | A drug-related stimulus appears | Beer display near the entrance |
| Attention | The cue captures attention automatically | Her eyes go to the display before she decides to look |
| Craving | Attending raises desire | She feels the familiar pull |
| More attention | Craving makes cues more noticeable | She now sees every sign in the store |
Attentional Bias and Relapse
Cox et al. (2002) measured attentional bias with an alcohol Stroop task in people beginning and completing treatment for alcohol problems. Those who later relapsed showed increasing interference from alcohol words over the course of treatment, while those who stayed abstinent showed decreasing interference. The finding suggested that change in attentional bias during treatment might signal risk.
Marhe et al. (2013) studied people in detoxification for heroin or cocaine dependence using ecological momentary assessment: participants carried handheld devices and completed brief attention tasks and craving ratings several times a day in their ordinary surroundings during detoxification. Attentional bias measured this way predicted relapse in the months after treatment. The study showed that attentional bias fluctuates across situations and moments, and that measuring it repeatedly in daily life may capture risk that a single laboratory session misses.
Attention Over the Course of Treatment
The studies suggest that attentional bias is not fixed. It may rise during periods of stress or deprivation and fall as time without use accumulates and new routines take hold. Cox and colleagues' finding that decreasing interference accompanied successful outcomes is consistent with this. For clients, the implication is encouraging: the experience Denise describes may ease over weeks and months, especially if she limits exposure early and builds routines that do not revolve around alcohol.
What the Evidence Means
The findings are suggestive rather than decisive. Effects are modest, measures are not highly reliable for individuals and some studies find no relationship with relapse. Still, the evidence supports two practical ideas: attentional bias is part of how cues lead to craving, and it can change during treatment, for better or worse.
Craving Without Attention, Attention Without Craving
The relationship between attention and craving is not perfect. People can crave without being surrounded by cues, for instance when stressed or bored, and cues can capture attention without producing strong craving. Tiffany's model, discussed in the previous module, adds that some drug use occurs with little craving at all, as automatic routines run their course. Treatment therefore needs to address craving from several sources, not only cue-driven attention.
What Denise's Counselor Did
Denise's counselor explained attentional bias to her, which relieved her: she had feared that noticing alcohol everywhere meant she was failing. They then planned strategies. Early in recovery, she would reduce exposure, shopping at a store without a beer display near the entrance or having her sister shop for her for a few weeks. When she noticed her attention pulled toward a cue, she would name what was happening, "that's my attention, not a decision," and deliberately redirect her gaze and her thoughts. When craving rose, she would use a planned response, such as calling her sponsor or leaving the store. The counselor also noted that later modules would consider training approaches that aim to reduce attentional bias directly.
Explaining It to Clients
How the idea is explained matters. Clients early in recovery are often frightened by the strength of their reactions to cues and may interpret them as proof that they cannot stay sober. Describing attentional bias as a learned habit of the eyes and mind, one that formed through repetition and can fade with time and new routines, gives clients a way to understand the experience without despair.
Group Settings
Attentional bias also has implications for how a residential program runs. Outings to stores, restaurants and community events expose clients to alcohol cues, often for the first time since admission. Rather than avoiding such outings altogether, the program could prepare clients beforehand, discussing what they are likely to see and how to respond, and debrief afterward, as Denise's counselor did. Group discussion of these experiences can normalize them, since many clients notice the same effect and are relieved to hear others describe it.
Conclusion
Attentional bias develops through learning and forms a cycle with craving, as Field and Cox describe. Cox and colleagues and Marhe and colleagues found that attentional bias during treatment predicted relapse, with modest effects, and that it varies from moment to moment. For Denise, understanding attentional bias turned a frightening experience into an expected one and led to practical strategies for the weeks ahead.
References
Cox, W. M., Hogan, L. M., Kristian, M. R., & Race, J. H. (2002). Alcohol attentional bias as a predictor of alcohol abusers' treatment outcome. Drug and Alcohol Dependence, 68(3), 237-243. https://doi.org/10.1016/S0376-8716(02)00219-3
Field, M., & Cox, W. M. (2008). Attentional bias in addictive behaviors: A review of its development, causes, and consequences. Drug and Alcohol Dependence, 97(1-2), 1-20. https://doi.org/10.1016/j.drugalcdep.2008.03.030
Marhe, R., Waters, A. J., van de Wetering, B. J. M., & Franken, I. H. A. (2013). Implicit and explicit drug-related cognitions during detoxification treatment are associated with drug relapse: An ecological momentary assessment study. Journal of Consulting and Clinical Psychology, 81(1), 1-12. https://doi.org/10.1037/a0030754
Reading the ADC 515 Module 4 assignment instructions
The fourth module of ADC 515 usually asks for a paper on attentional bias and craving. Rely on the Module 4 instructions in your Aspen course; the client here is fictional. Define attentional bias and the tasks used to detect it. Explain where it comes from and how it interacts with craving. Review evidence on attentional bias and relapse, noting the strength of the evidence. Consider how it changes over time and across situations, including over the course of treatment. Apply the ideas to a client and suggest practical strategies. Supply APA 7 references, and describe study methods briefly when reporting findings. Distinguish what is true on average from what a counselor can say to one client.
Inside the ADC 515 Module 4 example
Denise, the composite client, says alcohol cues seem to jump out at her on outings from the program. Field and Cox's Drug and Alcohol Dependence review explains attentional bias as a product of learning that both reflects and fuels craving. Cox and colleagues' Drug and Alcohol Dependence study shows rising Stroop interference during treatment marking those who relapsed. Marhe and colleagues tested attention repeatedly on handheld devices during detoxification. A four-row table describes the cycle linking cues, attention, craving and use. Strategies for Denise include reducing cue exposure early, naming the pull of attention and planning responses for moments of strong craving. Her relief at learning the effect is common is part of the intervention.
Where the marks sit in the ADC 515 Module 4 rubric
Attentional bias papers earn credit for clear definitions, an accurate account of the link with craving and careful reporting of predictive evidence. This example explains how attentional bias develops through learning. It describes the two-way relationship with craving that Field and Cox propose. The relapse studies are reported with their methods, and the modest size of effects is acknowledged, along with studies that found no link. Momentary measurement shows that bias fluctuates rather than being fixed. The application validates the client's experience and turns it into specific strategies. The paper notes that attentional bias may fade or grow with treatment, which gives the client a reason for hope and for vigilance.
Common ADC 515 Module 4 mistakes, and how to avoid them
Attentional bias papers often present it as a fixed trait. Explain that it develops through learning, varies with craving and situation and may change over treatment. Report how it is measured and the limits of the measures. Do not overstate predictive power; effects are often modest. Connect findings to practical advice: reducing cue exposure early, recognizing the pull of attention and having a response ready. Validate clients' experience; noticing cues everywhere is a common, explainable effect, not a sign of failure, and saying so can reduce the shame that sometimes precedes relapse. Suggest a few phrases clients can use in the moment to notice and redirect attention.
Write yours, or have the desk draft it
This paper is an original model document written by our desk, not a submitted student paper and not an official Aspen University document. Read it for the moves, then write your own to the instructions in your classroom. If you want one built to your exact prompt and rubric, the first custom sample is free and arrives in 24 to 48 hours.
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ADC 515 Module 4 questions, answered
What does ADC 515 Module 4 usually ask for?
Aspen's ADC 515 covers attentional bias and craving in this module, so a paper on how drug cues capture attention, its link with craving and its role in relapse is typical. Check your Module 4 prompt.
What is attentional bias in addiction?
The tendency for drug-related cues to capture and hold attention automatically, measured with tasks such as the addiction Stroop or dot-probe.
How are attentional bias and craving related?
Field and Cox describe a two-way relationship: craving increases attention to drug cues, and attending to cues increases craving.
Where can I find a free ADC 515 Module 4 sample paper?
The complete paper is on this page: attentional bias and craving, studies linking bias to relapse and strategies for a client.
Does attentional bias predict relapse?
Some studies, including Cox and colleagues and Marhe and colleagues, found that attentional bias measured during treatment predicted relapse, though effects are modest.