In this article, we performed a scoping review and argue that mixed or multi-method designs can better support collaboration when thoughtfully applied. However, indiscriminately combining methods without clear justification—the so-called ‘kitchen sink’ approach—risks overcomplicating research agendas and diluting their insights.