It appears increasingly likely railroad worker unions will go on strike in early December, barring another last-minute negotiation extension or further deal-making.

Of the 12 unions involved in labor negotiations with the White House and railroad companies over the summer, four have rejected the offer.

If no agreement is reached, the unions could begin a strike at 12 a.m. Dec. 9. Union...