Increasing transparency and openness in science is an ongoing endeavor, one that has stimulated self-reflection and reform in many fields. However, kinesiology and its related disciplines are among those exhibiting an “ostrich effect” and a reluctance to acknowledge their methodological shortcomings. Notwithstanding several high-profile cases of scientific misconduct, scholars in the field are frequently engaged in questionable research practices (QRPs) such as biased experimental designs, inappropriate statistics, and dishonest/inexplicit reporting. To advance their careers, researchers are also “gaming the system” by manipulating citation metrics and publishing in predatory and/or pay-to-publish journals that lack robust peer review. The consequences of QRPs in the discipline may be profound: from increasing the false positivity rate to eroding public trust in the very institutions tasked with informing public health policy. But what are the incentives underpinning misconduct and QRPs? And what are the solutions? This narrative review is a consciousness raiser that explores (a) the manifestations of QRPs in kinesiology; (b) the excessive publication pressures, funding pressures, and performance incentives that are likely responsible; and (c) possible solutions for reform.