20Elevated prefrontal cortex activity is often observed in healthy older adults despite declines in 21 their memory and other cognitive functions. According to one view, this activity reflects a 22 compensatory functional posterior-to-anterior shift, which contributes to maintenance of 23 cognitive performance when posterior cortical function is impaired. Alternatively, the increased 24 prefrontal activity may be less efficient or less specific, owing to structural and neurochemical 25 changes accompanying aging. These accounts are difficult to distinguish on the basis of 26 average activity levels within brain regions. Instead, we used a novel model-based multivariate 27 analysis technique, applied to two independent functional magnetic resonance imaging 28 datasets from an adult-lifespan human sample (N=123 and N=115; approximately half 29 female). Standard analysis replicated the age-related increase in average prefrontal 30 activation, but multivariate tests revealed that this activity did not carry additional information. 31The results contradict the hypothesis of a compensatory posterior-to-anterior shift. Instead, 32 they suggest that the increased prefrontal activation reflects reduced efficiency or specificity, 33 rather than compensation. 34Significance statement 35 Functional brain imaging studies have often shown increased activity in prefrontal brain 36 regions in older adults. This has been proposed to reflect a compensatory shift to greater 37 reliance on prefrontal cortex, helping to maintain cognitive function. Alternatively, activity may 38 become less specific as people age. This is a key question in the neuroscience of aging. In 39 this study, we used novel tests of how different brain regions contribute to long-and short-40 term memory. We found increased activity in prefrontal cortex in older adults, but this activity 41 carried less information about memory outcomes than activity in visual regions. These findings 42 are relevant for understanding why cognitive abilities decline with age, suggesting that optimal 43 function depends on successful brain maintenance rather than compensation. 44 45 46 47 48 49