[Atarah]

Some of the 1911 census details do mention 1 BROAD OAK FOLD, wonder if the details would be of interest to you.
Here are details of a Mr Shaw who lived there:

Arthur Shaw
Age in 1911: 28
Estimated Birth Year: abt 1883
Relation to Head: Head
Gender: Male
Birth Place: Knutsford, Cheshire, England
Civil parish: Accrington
County/Island: Lancashire
Country: England
Street Address: 1 Broad Oak Fold Accrington Lanc Marital Status: Married
Occupation: Gardener "domertic"
Registration district: Haslingden
Sub-registration district: Accrington

and at no. 3 Broad Oak Fold
George Place Thwaite
Age in 1911: 68
Estimated Birth Year: abt 1843
Relation to Head: Head
Gender: Male
Birth Place: Bainbridge, Yorkshire, England
Civil parish: Accrington
County/Island: Lancashire
Country: England
Street Address: 3 Broad Oak Fold Accrington Lancs
Marital Status: Married
Occupation: Commission Agent, Collector
Registration district: Haslingden
Sub-registration district: Accrington

so there were obviously a few families living in the fold.