Competing Function Model Validation

Nova just launched a new video series. Its total views (in thousands) at the end of each week look like they're curving upward, but many functions curve upward. A linear model, a quadratic model and an exponential model could all be fitted to the same data, and a calculator will happily produce all three. Which one should we trust?