Wednesday, May 27, 2020

What Are the Origins of the Ackley Surname? - Part 3

This post is actually going to be a discussion of Y-DNA and therefore not specifically about the origins of the Ackley surname, but when this series of posts is complete I think you'll see where it fits in.

Y-DNA Review


We've discussed Y-DNA previously in several posts, including here ("How Could DNA Testing Help Us"), here ("DNA Revisited"), and here ("Update on Hackley/Ackley DNA"). To save you from having to go back and read those posts (although they are interesting if I do say so myself), here is a summary of the current state of Y-DNA testing.

The Y-chromosome is only present in men, and can be used to trace a man's paternal lineage, as the Y-chromosome is received from your father, who got it from his father, who got it from his father's father, and so on. For this reason, Y-DNA testing is extremely useful for our goal of determining if there is a relationship between Ackley, Hackley, Hagley, Oakley, and any other possible surname variant that has been mentioned in previous posts.

STR Testing


There are two types of markers that are tested in Y-DNA tests. The more common (and less expensive) test looks at short tandem repeats (STRs) at specific locations on the Y-chromosome. Family Tree DNA (FTDNA), the major tester of Y-DNA, describes their STR testing thus:

Paternal line DNA testing uses STR markers. STR markers are places where your genetic code has a variable number of repeated parts. STR marker values change slowly from one generation to the next. Testing multiple markers gives us distinctive result sets. These sets form signatures for a paternal lineage. We compare your set of results to those of other men in our database. The range of possible generations before you share a common ancestor with a match depends on the level of test you take. A match may be recent, but it may also be hundreds of years in the past. [1]

By counting the number of differences at these markers, we can calculate a measure known as genetic distance; the value of genetic distance can be used to assess the probability that two men are related; i.e., have a common ancestor. (The "DNA Revisited" post has some more detailed discussion and examples of genetic differences if you need a refresher.) FTDNA has offered tests at 12, 25, 37, 67, and 111 markers; 12 and 25 markers are generally considered too few to draw any real conclusions. They have recently streamlined their test offerings and now sell only a 37-marker test as an entry-level test and a 111-marker test as a higher-level, more advanced test. All of the Ackley men in the Ackley surname project have tested at 37 markers or above.

SNP Testing


The other major type of Y-DNA testing used in genealogy looks at single nucleotide polymorphisms, or SNPs. A SNP is a mutation, which creates a new branch on the Y-DNA haplogroup tree. A haplogroup is a major branch on the Y-DNA tree that shares hundreds or even thousands of mutations that are unique to that group. Family Tree DNA has this to say about haplogroups [2]:

When humans left Africa tens of thousands of years ago, they departed in small groups that migrated into different parts of the world. Over many generations, each group developed distinct mutations allowing us to identify one from the other. We call these groups of mutations haplogroups, and they can tell us which migratory routes our paternal ancestors traveled.

Haplogroups are defined by letters of the alphabet, and each haplogroup can trace its origin to specific geographic areas and time periods. Mitochondrial DNA (passed from mothers to their children) also has haplogroups. The following map from National Geographic [3] shows the migration paths and development of Y-DNA (blue lines) and mitochondrial DNA (yellow lines) haplogroups.

Human Migration Map from National Geographic [3]


All Ackley men who have tested so far are members of the R haplogroup, specifically R-M269, which is the most common European haplogroup and is especially prevalent in western Europe. Two of us have taken the Big Y test offered by FTDNA, which they describe as follows:

The Big Y test is intended for expert users with an interest in advancing science. It may also be of great interest to genealogy researchers of a specific lineage. However, it is not a test for matching you to one or more men with the same surname in the way that our other Y-STR tests do, such as Y-37, Y-67 or Y-111. [4]
While I don't consider myself an "expert user" by any means, I do have an interest in advancing science and an interest in researching our specific lineage. The two of us who have done the Big Y test match each other and thus have established what I would consider the Ackley branch of the Y-DNA haplogroup tree, known as R-FGC52286. We each have a handful of what are known as novel variants, which are mutations unique to each of us and maybe the rest of our closest relatives (father, uncle, cousin, son), and are for the moment undefined since no one else who has them has tested. If we each tested one of these close relatives, these novel variants would become defined and we would establish our own sub-branches under the R-FGC52286 branch. That's probably enough background -- how can we use this information to explore the origins of the Ackley surname as related to the other surnames we are considering as possibly being related to Ackley?

Comparing the DNA of Ackley and Associated Surnames


In previous installments of this series on the origins of the Ackley surname I've thrown around several variations of names that are similar to Ackley that have been included in the analysis so far for various reasons. Some of the names don't exist anymore or maybe never did and were just misspellings of other names, but many of them can be found in records being used for this analysis and therefore may have living people who have taken DNA tests. The names I have considered so far include Ackley, Achley, Ackerley, Akeley, Arkley, Ashley, Askley, Atcherley, Atchley, Hackley, Hagley, Oakley, and Ockley. Acle, Ackly, Hackluite, and Hakluyt have also been mentioned, but those names do not appear in any more recent records and thus have little possibility of having living people who have taken DNA tests. Of the other names mentioned, besides Ackley I found surname projects on FTDNA for Ashley, Atcherley, Atchley, and Oakley. We also have Ackerley, Akeley, and Hackley men (one each) who have joined the Ackley project because they did not have projects for their own surnames.

I collected data from each of the projects I found for a total of 125 men. I found a nifty little web-based application called "Y-DNA Family Grouping App" [5] developed by Chase Ashley, the administrator of the Ashley surname project on FTDNA, that can calculate the genetic distances between all men in a given input file and then group those men together based on the criteria established by FTDNA for predicting relationships based on genetic distance. For example, at 37 markers, the predictions for relationships based on genetic distance are [6]:

 0 - Very tightly related
 1 - Tightly related
 2 - Related
 3 - Related
 4 - Probably related
 5 - Possibly related
 6 or greater - Not related

For 67 and 111 markers the idea is similar, but more differences are allowed because more markers are being tested.

Here are the numbers of each surname in the data:

Ackerley - 1
Ackley - 10
Akeley - 1
Hackley - 1
Ashley - 54
Astley - 1
Atcherley - 9
Atchley - 5
Oakley - 35
Miscellaneous (not one of the above names) - 8

The miscellaneous names were all associated with the non-Ackley projects.


The application created a total of 22 groups of men who could be grouped together based on genetic distances, plus a list of 19 men who could not be grouped with any other men; i.e., their genetic distances were too great at their level of testing to be considered a match to anyone. The results can be summarized as follows:
  • Not surprisingly, all 10 Ackley men who have tested were put in the same group, and no other men with any of the other surnames were members of that group. Five of the Ackley men have done additional testing to put them on the R-FGC52286 branch mentioned above, and the other five are all R-M269 (a higher (less specific) branch on the R tree). Given the fact that all 10 Ackley men were grouped together, it is a good bet that all 10 of them would wind up on the R-FGC52286 branch if further testing was done.
  • The Ackerley, Akeley, and Hackley men were all in the unassigned group, meaning they didn't match any of the other 125 men in the data. All three of them are haplogroup R.
  • The Ashley men were divided into nine different groups. This would imply that there are several branches of families that are not genetically or genealogically related. Two of the Ashley groups were haplogroup I, while the other seven were haplogroup R. There were ten Ashley men in the unassigned group, and their haplogroups were I, J, and R.
  • The Oakley men were divided into seven different groups. One of these groups was haplogroup I and the other six were haplogroup R. There were also four Oakley men in the unassigned group, and their haplogroups were E, I, and J. One of the Oakley groups consisted of the Astley man matched with an Oakley man; both were haplogroup R.
  • Six of the Atcherley men were in a group along with one Ashley man and one Atchley man. They were haplogroup R; two of the Atcherley men and the Ashley man have done additional Y-DNA testing that puts them further down the R tree on the R-BY73511 branch. There were two Atcherley men in the unassigned group; one was haplogroup I and the other was haplogroup R.
  • The one Atchley group had only two men in it who were haplogroup I. Two Atchley men were in a group that was characterized as inconclusive because they had only tested at the 12-marker level, and they were haplogroup R. As mentioned above, the other Atchley man was grouped with the Atcherley men.

Conclusions


What does all of this say about the relationships between the Ackley surname and all of the other surnames considered in this analysis? Using the "Y-DNA Family Grouping App", which employs the genetic distance calculations and relationship predictions used by Family Tree DNA, we know that the Ackley men are in a group all by themselves, implying that there is no genetic relationship between Ackley and the other surnames studied. We also saw that in other surnames, there are multiple haplogroups among the members with that surname, which implies that there are multiple branches of that surname that are not related at all. For example, within the Ashley surname, there were some members in haplogroup I, which has its origins in Scandinavia, while there are others in haplogroup R, which is most common in western Europe and the British Isles. Similarly, the Oakley men were in haplogroups I and R, as well as E (Africa) and J (Cretan Greeks, Iraqi Jews, Moroccan Jews). For certain, men who are members of different haplogroups are not related to one another within a genealogical time frame; even members with the same high-level haplogroup, such as R-M269 might not be related within a genealogical time frame because the mutations forming the sub-branches occurred thousands of years ago. Although we did find a few instances of men with different surnames being grouped together, in general there was pretty good separation of the surnames into distinct groups that did not overlap with one another, again implying that none of these surnames are genetically and genealogically related to one another; in fact, some of the surnames may have unrelated branches with the same surname.

Having said all of that, there is a caution I want to present. The sample size is small in some of the cases; for example, we have only a single person for each of the Ackerley, Akeley, and Hackley surnames. While it is true that there is not a relationship between the ten Ackley men and each of those individuals, it is a stretch to say that in general the surnames as a whole are not related. There could be other men with those surnames who are related to the Ackley men who have not tested. Although the same could be true of the other surnames, the sample sizes are much larger (especially Ashley and Oakley), and the case for concluding that those surnames are not related is a little stronger. There is also a lot we don't know about the Ackley surname. It is entirely possible that there are separate branches of our surname as we have seen with Ashley and Oakley, and that these individuals just haven't tested yet. I have communicated with several Ackley men who haven't proven on paper they have a relationship to Nicholas Ackley; they could be members of a completely separate Ackley branch, but we won't know if that is the case unless/until they test.

The next part of this exercise is to complete the analysis needed to generate surname distribution maps for each of the surnames. It will be interesting to see if there are geographical differences between the surnames (I suspect there are). We have already seen a glimpse of this; for example, Atcherley is known to be a Shropshire name, and a preliminary look at the census data for Arkley seems to indicate they are predominantly from the northern counties of Northumberland and Durham. Hopefully the data will tell us more about the Ackley surname and the other surnames in the study.

Side Note


If you have visited this blog before, you may have noticed that the layout of the page has been altered slightly recently because I didn't like the way some of the tables were being displayed. The items that used to appear in the right sidebar have been moved to the bottom. I may continue to experiment with the appearance, but the content that was there before has not changed.

Link of the Day


This is a link to the Y-DNA Haplogroup Tree at the International Society of Genetic Genealogy website:


Quote of the Day


"There is nothing impossible to him who will try."

-- Alexander the Great

Sources


1. Family Tree DNA. "Paternal Lineage Tests." https://learn.familytreedna.com/dna-basics/ydna/
2. Family Tree DNA. Explore your paternal ancestry with Y-DNA. "What is a Haplogroup?" https://www.familytreedna.com/products/y-dna#/compare.
3. National Geographic Society. Resource Library. "Human Migration." https://www.nationalgeographic.org/photo/human-migration/
5. Ashley, Chase. "Y-DNA Family Grouping Map." http://www.ydnagroupingapp.com/
6. Family Tree DNA. "If two men share a surname, how should the genetic distance at 37 Y-chromosome STR markers be interpreted?" https://learn.familytreedna.com/y-dna-testing/y-str/two-men-share-surname-genetic-distance-37-y-chromosome-str-markers-interpreted/

Sunday, May 17, 2020

What Are the Origins of the Ackley Surname? - Part 2

While researching the first post on origins of the Ackley surname, I realized that there was a lot more to learn, so I kept digging and found some more useful information. Although you'll see below that I am far from being able to reach any conclusions as of yet, I've learned some valuable information that will help as I continue to go down this path. Keep in mind that the ultimate goal of this approach is to try to discover where the Ackley name and family originated in England, which will hopefully lead us to Nicholas Ackley's English ancestors.

Mapping the Domesday Locations


From the previous post, we know that there were at least 15 locations in the Domesday Book that were variations of the names Ackley or Oakley (keeping in mind that Ackley/Oakley are classified as "local", or location related, surnames). Using that information, I created a map showing all of the locations in England.

Table of Ackley/Oakley Locations from the Domesday Book


Google Map of Ackley/Oakley Locations


As you can see, these locations are scattered all over England, so by themselves they don't offer any special insights that we can take advantage of. And we still don't know for sure if our Ackleys actually came from one of these locations. But, if we were to take a look at the distribution of the surnames we are interested in in the context of where they lived at various points in time, we may learn something useful that could help us narrow down the possibilities. 

Surname Distribution


The first step in analyzing surname distributions is to collect information about the number of people with the surname in a given geography. To accomplish this, I collected census data from England for Ackley, Oakley, and several other surnames that have been associated with Ackley (see this post for background), and began by making summary tables for each census year (1841-1911)[3], [4], [5], [6], [7], [8], [9], [10] for each surname by county. The final product of this activity will be a map for each surname for each census year showing the concentration of the surname in each county in England, from which we can hopefully draw conclusions about the origins of the name. Here is an example of such a map for the Atcherley surname for 1841 from the Atcherley website [1]:


Atcherley Surname Distribution Map 1841 [1]

You can see that there is a county with 56 occurrences of Atcherley in 1841 (Shropshire), there is no other county with more than 11, and most counties have no occurrences at all. Atcherley is known as a Shropshire name, and there are early records there with details of people who had the Atcherley name.


According to Debbie Kennett in her book "The Surnames Handbook, A Guide to Family Name Research in the 21st Century" (which is an excellent book, by the way), 

Every surname has its own unique distribution pattern. Rare surnames will often cluster in a particular location near their point of origin. They will slowly diffuse over time into neighbouring areas and the large industrial conurbations. Even today, with increasing mobility, many of these rare surnames can still be found close to the place where they originated. Even the very common surnames do not have an even distribution pattern. The Joneses predominate in Wales, the Campbells in Scotland, the Sullivans in Ireland, and the Johnsons in England. Even Smith, the most common surname in both Britain and America, has its own distinctive pattern, being much less common in Wales and the southwest than elsewhere. [2]

To confirm that we are dealing with a collection of rare surnames, consider the following summary of the occurrences of our surnames of interest:


Frequencies of Ackley and Associated Surnames by Year



You can see that none of the surnames being studied has a very high frequency; only Oakley, the most common name among them, had enough occurrences to be considered somewhat large. The methodology was to search for each surname (exact match) on Ancestry in each of the census years and capture the records that came up. Note that there are some pitfalls to this method -- if there are records that were indexed improperly, the numbers could be incorrect in either direction. Because we are looking for general patterns rather than information about specific families, these inaccuracies shouldn't matter too much if the surname population is large enough (Oakley, for example). However, if the surname is small, such as Ackley, the inaccuracies could give a completely erroneous picture. 

For example, I believe the number for Ackley in 1841 is too high by about 18. When you see the data at a more granular level (see table below), you will see that in 1841 there were 18 people named Ackley in the county of Northumberland, but in 1851 there were only 4, and every year after that it was 0, 1, or 2. 

Frequency of Ackley Surname in England by County


This looked suspicious to me, so I took a closer look at the data and found that those 18 people in Northumberland were indexed as Ackley in 1841, but were Arkley in 1851 and 1861 (I could tell it was the same families because the names and ages were the same). Digging a little further into the Arkley surname data, I found that this name is almost exclusively a northern England name, occurring most frequently in Northumberland (the northernmost county in England) and Durham (the county immediately south of Northumberland), and very infrequently in the rest of the country. If I had accepted the data as is, I might have concluded that the Ackley surname was more frequent in Northumberland than any other county, which would have steered me in the wrong direction as the analysis progressed.

This exposed a problem that we all know exists -- the indexing of records of any type is an inexact science and depends heavily on several factors, including the quality of the record copies, the quality of the handwriting of the person making the record, and the ability of the indexer to distinguish between different handwriting styles during the indexing process.

Taking a Step Back


When I came to the realization that the accuracy of the data I was looking at was  problematic, I took a step back and decided to assess the situation. The first thing I did was to rethink which surnames should be included in the analysis, and I came up with the following categories:

1. Names that generally can sound alike, such as Ackley, Hackley, Hagley (see the discussion in the previous blog post).

2. Names that could be "variations" of one another; i.e., over time various branches might have adopted different pronunciations/spellings, such as Ackley, Ackerley, Atcherly, Akeley. (Side note: I have a good example of this in one of the non-Ackley branches in my tree. One of my 2nd great grandmothers had the maiden name "Jeannerette"; there is a branch of that family (confirmed by DNA matches) that goes by "Jinright".)

3. Names that have the same historical meaning, such as Ackley and Oakley (see the discussion in the previous blog post).

4. Names that look alike when written out and can be mistaken for one another during indexing, such as Ackley, Ockley, Ashley, Achley, Arkley, Oakley.

There could of course be some overlap between the categories; some of the names in category 4 could sound alike, depending on how one pronounces the beginning vowel. For example, Ackley and Ockley could sound similar -- I have a German friend who pronounces my name more like Ockley. Same goes for Ockley and Oakley -- if you pronounce the O in Ockley more like a "long" O, the two names sound identical. The exact categorization isn't as important as the inclusion of all of the names in a list to be investigated.

Category number 4 proves to be the most problematic because it requires the most manual work and use of judgement to reassign records to the various surnames to improve the accuracy of the frequencies that will be used to create the distribution maps. Below are some examples of records that were indexed as Ackley but upon closer inspection appear to be one of the other surnames mentioned in 4 above.

Definitely Ackley


1841 England Census from Ancestry

First I wanted to show some examples of records that were definitely indexed correctly as Ackley. The record above from the 1841 England Census shows James Ackley and his family, and there is no doubt that this says Ackley. The "A" is "pointy" and well formed, and it is easy to make out all the rest of the letters.


1841 England Census from Ancestry




This example shows another easily identified Ackley record where the census taker wrote his "A" in a more rounded fashion. This type of "A" can be a little tougher because it could also be an "O" (see Ockley example below), but in this case this "A" looked just like "A" in other names on the page, such as in the first name Agnes. For this reason, I put this one in the "definitely Ackley" pile.

Arkley indexed as Ackley


1841 England Census from Ancestry

In the above snippet from a page in the 1841 England Census, the family enclosed in the red box was indexed as "Ackley", while the family in the blue box was indexed as "Arkley". The "r" in the second box is more obviously an "r" and not a "c", but there is very little difference between that name and the one in the red box. Looking at other examples of "c" versus "r" on the page convinced me that the family in the red box is also Arkley. Further, William Arkley the blacksmith and his family are also found in the 1851 and 1861 censuses and the name is more clearly written as Arkley. The rest of the 18 Ackley records from Northumberland in the 1841 census mentioned above also appear to be Arkleys, so the 18 goes to 0 in the table above.


Ockley indexed as Ackley


1841 England Census from Ancestry

This one is a little more subtle; at first glance the name in the red box looks like Ackley. However, there are two things that make me believe this name should actually be Ockley. First, there is a little loop on the first letter, which would suggest "O" instead of "A". Second, this census taker makes a "pointy A" everywhere else on the page, such as in the first name Ann in the blue box three lines above the family in question. For that reason, this set of records went in the Ockley list. 

Oakley indexed as Ackley


1841 England Census from Ancestry



In this example, the name in the red box was indexed as Ackley, but I believe it is actually Oakley. First, the second letter looks a lot more like an "a" than a "c" (the loop is closed). Next, the census taker who made this record used a "pointy A", such as in the name Ann in the blue box. Finally, the name in the green box on the line right after the alleged Ackley has the same first letter, and it is indexed as Owen (a little hard to make out because the "y" from Ackley dips down right into the "w"). For these reasons, I think this should be indexed as Oakley.

There are other examples, but you get the general idea. To get a more accurate count of the occurrences of Ackley in the England census to be used for surname distribution maps, I'll have to go through the census records one by one and check the images to see if they really are Ackley or something else. Of course this exercise needs to be done in reverse -- if Arkley is mistaken for Ackley, it is likely that Ackley has been mistaken for Arkley as well. For most of the surnames in the list, this exercise will not be too daunting because the number of occurrences is relatively small, but Oakley is going to take some time. But it will all be worth the effort if the end result is a greater understanding of the origins of the Ackley surname in England, which is a step toward identifying Nicholas Ackley's ancestors.


Link of the Day


This is a link to the Atcherley Family History Website referenced above. This site is packed full of pictures and information on the Atcherley surname.





Quote of the Day


“Many of life’s failures are people who did not realize how close they were to success when they gave up.”

– Thomas A. Edison


Sources


1. Moore, Steve. "Surname Maps." Atcherley Family History Website. http://www.atcherley.org.uk/wp/resources/surname-maps/

2. Kennett, Debbie. The Surnames Handbook, A Guide to Family Name Research in the 21st Century. Cheltenham: The History Press, 2012.

3. Ancestry.com. 1841 England Census [database on-line]. Provo, UT, USA: Ancestry.com Operations, Inc, 2010.

4. Ancestry.com. 1851 England Census [database on-line]. Provo, UT, USA: Ancestry.com Operations Inc, 2005.

5. Ancestry.com. 1861 England Census [database on-line]. Provo, UT, USA: Ancestry.com Operations Inc, 2005.

6. Ancestry.com. 1871 England Census [database on-line]. Provo, UT, USA: Ancestry.com Operations Inc, 2004.

7. Ancestry.com and The Church of Jesus Christ of Latter-day Saints. 1881 England Census [database on-line]. Provo, UT, USA: Ancestry.com Operations Inc, 2004.

8. Ancestry.com. 1891 England Census [database on-line]. Provo, UT, USA: Ancestry.com Operations Inc, 2005.

9. Ancestry.com. 1901 England Census [database on-line]. Provo, UT, USA: Ancestry.com Operations Inc, 2005.

10. Ancestry.com. 1911 England Census [database on-line]. Provo, UT, USA: Ancestry.com Operations, Inc., 2011.