Color difference when output as jpeg

When I export an artwork as jpeg, the color in the preview window is different from my workspace. 

When I open the exported jpeg with Windows Picture and Fax Viewer, it display the color different from both export preview and workspace.

When I export as pdf, there is no difference between the workspace display and acrobat reader display.

 

Any idea what is the issue?

Thanks.