Thanks everyone for your contributions so far! We& #39;re now going to discuss data quality- perhaps one of the biggest issues that   #citizenscience researchers aim to tackle...   #citscichat
                        
                        
                        
                        
                                                
                    
                    
                                    
                    
                        
                        
                        By its very nature,   #citizenscience relies on the contributions of laypeople, who- depending on how participant recruitment is targeted- may vary widely in experience and background knowledge...   #citscichat
                        
                        
                        
                        
                                                
                    
                    
                                    
                    
                        
                        
                        This means there is the potential for random error and/or systematic bias to be introduced into   #citizenscience datasets...   #citscichat
                        
                        
                        
                        
                                                
                    
                    
                                    
                    
                        
                        
                        What strategies have you adopted to minimise these effects when collecting data? For example, does detailed metadata help assess data quality/reliability?   #citscichat
                        
                        
                        
                        
                                                
                    
                    
                                    
                    
                        
                        
                        Check out this   #PLOSONE article from Torre et al. for a recent study on the value of including an "I don& #39;t know" option to register uncertainty   #citscichat  https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0211907">https://journals.plos.org/plosone/a...
                        
                                                
                            
                                
                                
                                
                            
                            
                        
                        
                        
                        
                                                
                    
                    
                                    
                    
                        
                        
                        How important is it to build mechanisms for data validation into study designs? Does anyone have favourite examples of how this can be achieved?   #citscichat
                        
                        
                        
                        
                                                
                    
                    
                                    
                    
                        
                        
                        As an example,  @StevenFalk1 & colleagues used expert verification of contributions to  @BumblebeeTrust surveys to evaluate citizen scientist ID accuracy   #citscichat  https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0218614">https://journals.plos.org/plosone/a...
                        
                                                
                            
                                
                                
                                
                            
                            
                        
                        
                        
                        
                                                
                    
                    
                                    
                    
                        
                        
                        On the subject of data, how should the issue of data credit be tackled in   #citizenscience? How should the contributions of citizen scientists be recognised? Are existing mechanisms appropriate?   #citscichat
                        
                        
                        
                        
                                                
                    
                    
                
                 
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