Many say he was born in 1811, but the census records show otherwise (except for one, which also has his name misspelled - the 1850 census record, Fentress County, TN). There is a clear connection to Jacob Dudley per other census records.
Wiley was married twice - to Matilda Helm (daughter of Henry Helm) - Jacob Dudley's mother - and to Marena (Elvira) Ritch. He also had children outside of marriage with Elizabeth Hatfield, Landon and Rosa Ann. Evidence for this can be found in the FamilySearch website (census record, Landon's death certificate, his mother's marriage certificate to James Morgan on May 25, 1877).
Sources
"Kentucky Death Records, 1911-1965," database, FamilySearch (https://familysearch.org/ark:/61903/1:1:N9F9-WZN : 3 January 2019), John Wiley Hatfield in entry for Landon Hatfield, 1930; citing Death, Henderson, Henderson, Kentucky, United States, certificate , Office of Vital Statistics, Frankfort; FHL microfilm 1,913,061. This shows his full name."
"United States Census, 1880," database with images, FamilySearch (https://familysearch.org/ark:/61903/1:1:MCCC-3PT : 11 August 2016), Wiley Hatfield, District 6, Casey, Kentucky, United States; citing enumeration district ED 19, sheet 669D, NARA microfilm publication T9 (Washington D.C.: National Archives and Records Administration, n.d.), roll 0408; FHL microfilm 1,254,408.
"United States Census, 1870," database with images, FamilySearch (https://familysearch.org/ark:/61903/1:1:MX75-JX4 : 17 October 2014), Wiley Hatfield, Kentucky, United States; citing p. 5, family 35, NARA microfilm publication M593 (Washington D.C.: National Archives and Records Administration, n.d.); FHL microfilm 545,953.
"Kentucky Births and Christenings, 1839-1960," database, FamilySearch (https://familysearch.org/ark:/61903/1:1:FWVP-2Z8 : 4 December 2014), Wiley Hatfield in entry for Jacob D., 1858; citing KENTUCKY, reference 2:WLRK9F; FHL microfilm 216,820.
"Kentucky, County Marriages, 1797-1954," database with images, FamilySearch (https://familysearch.org/ark:/61903/1:1:FWB1-12W : accessed 21 June 2017), Wiley Hatfield and Marena Ritch, 03 May 1863; citing , Casey, Kentucky, United States, Madison County Courthouse, Richmond; FHL microfilm 591,587.
"Kentucky Death Records, 1911-1962," database, FamilySearch (https://familysearch.org/ark:/61903/1:1:NS98-JH3 : 20 October 2016), Wiley Hatfield in entry for Jacob Dudley Hatfield, 1931; citing Vot. Dist. Pillyton, Adair, Kentucky, United States, Office of Vital Statistics, Frankfort; FHL microfilm 1,913,073.
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DNA Connections
It may be possible to confirm family relationships with Wiley by comparing test results with other carriers of his Y-chromosome or his mother's mitochondrial DNA.
Y-chromosome DNA test-takers in his direct paternal line on WikiTree: