Most published research results are false. Publication bias is a serious problem. Nobody posts their data online. Replications aren't sexy enough to get published.
Here's a blog about some of that: Political Science Replication.
All the smart people admit everything is screwed up. Today Blattman responded to a series by 10 CEGA people about this same sort of thing.