Showing posts with label data mining. Show all posts
Showing posts with label data mining. Show all posts

Saturday, January 28, 2012

The baby's got the hammer, again

UPDATE: Round 2 - Wise and Stargel bring the same bill back, filed in November 2011. The Parent Involvement and Accountability Bill requires quarterly grading of parents.

The Legislative Analysis reveals:
1) This system will have impact on costs, but those costs are "indeterminate".

2) This bill qualifies as an unfunded mandate. How the schools will pay for all is undefined. The legislative analysis lightly treads on potential costs to counties. Will this mean a tax hike?

3)The "evaluation data" collected will become part of the student's permanent record and protected as confidential using FERPA guidelines.

The blog below was written last year and remains relevant today.

This country has come to feel the same when Congress is in session as when the baby gets hold of a hammer.  Will Rogers

The same can be said for Florida anytime the legislature is in in session. For the last week, Grumpy readers have been hearing about a scheme that has Tallahassee and Obama have teaming up to data mine our children, all in the name of education reform (off course). That would allow them to:


  • Analyze information and make recommendations with the goal of aiding a person's decisions and improving quality of life."


  • Provide several different reporting capabilities for use by a myriad of stakeholders

From the politicians point of view, the government knows everything it could ever want to know about a entire generation of future voters. Everything from their basic IQ to their hobbies as well as a few things we might not want to discuss here.

It just got better, why stop with the kids, why not collect a little more information about their parents. Representative Kelli Stargel and Senator Stephen Wise want the teachers to grade parents as well. Remember, the school already ha a ton of information about students parents: age, marital status, occupation, social security number, address, phone number and more. A great deal of this information is certain to make it into the child's Microsoft Profile. Why not categorize their parenting skills and add that to the kids profile.

There is another more immediate reason the idea is completely absurd. It won't have any affect at all on the parenting skills of parents who"Flunk", but it will sure as hell piss them off. The school and the school board will hear from every failing parent. You couldn't pay me enough to answer phones either at schools or at the Board of Education for a week after report cards come out.

It may not be Politically Correct to say this, but the majority of the parents you'd expect to get "Flunked" or going to be same ones where police respond the most often to assault and domestic violence calls.It doesn't take much imagination to figure out that the first thing some of those bad parents are going to do is pay a visit to the school. Some of those visits will be ugly.

Grading parents will accomplish nothing of value, it will lead to poor relationships in some cases between entire communities and the schools, and it will strain already shaky relations between the BAD parents and the schools. On a positive note, it will give a moment satisfaction to a few teachers, that satisfaction might end suddenly when they get confronted by a furious parent.

Everyone in every walk of life grades the people they have to deal with regularly. Depending on your personality, the servers at restaurant you frequent might run towards you, or away form you when you come it. The clerk at the local convenience store might mutter something to another clerk before they smile at you. When you might leave your doctors office, the doctor might say something to his nurse about your great sense of humor... or he might say, at least I don't have to them again for a while.

Does anyone think Senator Wise or Representative Stargal would have the courage to tell individual voters exactly what they think of them?On another note Senator Wise seem determined to shove things through as soon as possible. He wants to end public input tomorrow.He knows damned good and well people from from Central and Southern Florida can't just jump in their cars and take a ride to Tallahassee

But you can send emails:

Mike Haridopolos
haridopolos.mike.web@flsenate.gov

Stephen Wise
wise.stephen.web@flsenate.gov

Thad Altman
altman.thad.web@flsenate.gov

Ritch Workman
Ritch@RitchWorkman.com

I listed the ones closest to where I live, you can find yours here

http://www.flsenate.gov/Welcome/index.cfm?CFID=249520818&CFTOKEN=29966225

To view original reader comments on this article see

http://grumpyelder-todayimgrumpyabout.blogspot.com/2011/01/babys-got-hammer-again.html

Monday, January 23, 2012

Data-obsession: Who protects the students?

Public school P.E. programs are incorporating technology to monitor students weight and physical activity habits. According to a recent piece of investigative reporting in the Revered Review, a specific technology from Polar Fitness"is used in more than 10,000 K-12 physical education programs across the United States." The report reviewed the way the technology is being used in a number of states and school districts.

Some of this technology may be beneficial to students and parents may agree with their student's participation. However, little has been published on the cost benefits for parents, community members, or taxpayers to evaluate. In the current data-gathering obsessed environment, the use of this technology has raised concerns regarding:
  • Parent consent

  • Privacy and security


Use of monitors intrusive

Donna Lieberman, the executive director of the New York Civil Liberties Union, the New York affiliate of the ACLU, sent The Revered Review the following statement: “The question here is whether these monitoring programs are voluntary or not. It’s one thing for children to participate voluntarily with their parents’ consent. But if they’re being compelled or shamed into participating, then it’s extremely problematic.”

Lieberman continued: “Monitoring children’s vital signs is very intrusive, and even a voluntary program must have clear privacy safeguards, including limits on how long the data can be stored and who has access to it.”


Security and privacy
Emmett McGroarty, the executive director of the Preserve Innocence Initiative of the American Principles Project, said if schools are using the monitors, there should be full disclosure to the parents. If they are used beyond the school day, it could be “highly dangerous” as it could be an “infringement on parental rights.”

Full disclosure by parents, and the ability to “opt in” rather than “opt out” should be allowed, McGroarty said. “I really would urge the taxpayers to get a closer look at what’s going on, and who is funding this.”


The company issued a press release on January 19, in regards to its Polar Activity monitor: “The activity data is stored on the polargofit.com web service. All information is securely stored and the data is available only to authorized users with a password.”

A company press release does not quite cut the mustard. The school districts need to ensure that parents and students have clarity. That is not too much to ask.


Read the full article for more information.

Friday, May 20, 2011

Education Reform and Privacy Concerns Collide

In February, Grumpy Educators covered U.S. Office of Education initiatives to build and develop longitudinal data systems for education here and here. The requirement for data systems that track student data from preschool through high school and beyond is part of current education reform policy on data-driven decision-making. The data, to be accessed by researchers, auditors and other agencies, may reveal what reforms, methods or textbooks work or do not work so well.

A spokesperson from the Data Quality Campaign, a non-profit founded by the Bill and Melinda Gates Foundation, praises the proposed changes:

"We can't afford not to use this information if we want to meet our big policy goal of graduating students ready for college and career."


However, accessing the data requires changes in current privacy protection laws or the Family Educational Rights and Privacy Protection Act of 1974 (FERPA).

The expansion of state student-record systems is central to President Obama's accountability agenda, which seeks to improve education through the better use of data. In a statement issued on Thursday, the U.S. secretary of education, Arne Duncan, said the proposed new rules would "strengthen privacy protections and allow for meaningful uses of data."

According to the Chronicle, the proposed changes would allow sharing of student-level data with researchers, auditors, and other agencies without violating FERPA. The article further notes that Congress prevented the Education Department from creating a "national 'unit record' data system in 2008, but has also funded states to develop these systems.

There are many serious concerns and unanswered question about these proposed changes that affect that rights of parent consent and the collection and use of vast amounts of data on the nation's children. How long will this data remain available? How will it be stored? When will it be erased? Will it be erased? Will parents and the children themselves when adults know how the information is used?

According to a Missouri Education Watchdog alert, public input and objections to the proposed rules changes is available until Monday, May 23. Background information, examples of specific objections to the rules, and the website location for registering objections is offered.

If privacy concerns matter and the lack of interest by Congressional oversight on this matter matter to you, review the Missouri Education Watchdog blog here and consider writing an objection.


http://chronicle.com/article/New-Rules-Would-Allow-for/127047/

http://chronicle.com/article/Why-Privacy-Matters-Even-if/127461/

Sunday, April 17, 2011

Arne Duncan is From the Government and He is Here to Help you

[Reprinted with permission from Missouri Education Watchdog.]
In its effort to clarify student data privacy rules for researchers and education officials alike, the U.S. Department of Education proposed several changes to the Family Educational Rights and Privacy Act, or FERPA, on Thursday and named its first chief privacy officer.
"Data should only be shared with the right people for the right reasons," U.S. Secretary of Education Arne Duncan said in a statement on the proposals. "We need common-sense rules that strengthen privacy protections and allow for meaningful uses of data. The initiatives announced today will help us do just that."

There is a pesky problem standing in the way of sharing student data between states and Federal Agencies: present FERPA standards. If these standards are not altered, the data necessary to supply the workforce cannot be shared.

The DOE promises your student's data will be secure. Really? What's happened the last several weeks or years regarding cyber information?

•TJX, the parent company of T.J. Maxx, Marshalls, and other retailers, has not acknowledged how data on more than 45 million credit and debit card users who had shopped at the company's retail locations was stolen and sold to fraudsters. (May 9, 2007)

•A data breach involving online marketer Epsilon, whose clients are a Who’s Who of major banks and retailers, was only the latest in a string of hacking attacks aimed at getting email records for more thefts. Companies that have said they were exposed since then include banks Citigroup Inc and Capital One Financial Corp, and retailers Walgreen Co and Best Buy Co. (April 5, 2011)

•According to U.S. investigators, China has stolen terabytes of sensitive data -- from usernames and passwords for State Department computers to designs for multi-billion dollar weapons systems. And Chinese hackers show no signs of letting up. "The attacks coming out of China are not only continuing, they are accelerating," says Alan Paller, director of research at information-security training group SANS Institute in Washington, DC.

Secret U.S. State Department cables, obtained by WikiLeaks and made available to Reuters by a third party, trace systems breaches -- colorfully code-named "Byzantine Hades" by U.S. investigators -- to the Chinese military. An April 2009 cable even pinpoints the attacks to a specific unit of China's People's Liberation Army. (April 14, 2010).

The data sets from the National Data Education Model are set and ready to be used on your student. Don't worry if there is a cyber security attack on the Longitudinal Data Systems; information to be gleaned from an attack would only include some of the following:

•Base salary or wage
•Blood type
•Height and Weight
•Dwelling Arrangement
•Health Care History
•Health Care Plan
•Identification Results
•Immunization Status
•Insurance Coverage
•Overall Health Status
•Residence Block Number
•Social Security Number
•Voting Status

The United States Government cannot stop cyber attacks from China; why should taxpayers believe student privacy is secure because of a change in FERPA legislation?

If you believe this information is secure, you will also believe the following:

According to the No Child Left Behind Act, by 2014 every child is supposed to test on grade level in reading and math.
Not every child can test on grade level in reading and math. It's an admirable goal, but impossible to achieve. That's not going to happen. The goal for data systems is to beef up privacy protections. Like the NCLB goal, it sounds great, but if the government cannot stop foreign countries from hacking into military computers, do you believe the DOE can safeguard student data from hackers?

Read this sentence in the second paragraph again: We need common-sense rules that strengthen privacy protections and allow for meaningful uses of data. The problem with that sentence? Strengthening privacy protections don't safeguard the privacy and the "meaningful uses of data" should raise questions for anyone concerned about the constitutional right to individual privacy that your government is determined to document and share.

Saturday, February 12, 2011

Education Reform, or how to make Bill Gates rich?

Over the last few days Sandra in Brevard has published a series of blog on my website, Today I'm Grumpy About on the subject of Education Reform in Florida.  I first started blogging with Sandra during the 2009 Obamacare discussions.  From there we worked on the SB 6 Education Reform Proposal.  She opposed the bill and explained her reasons very clearly, it took her about two minutes to explain to me why the Proposal was a disaster trying to happen..  Let's jump forward to this year

Most of you know what data mining is, all of you have experienced its uses.  Go to a media website and read an article, immediately the site will suggest something else for you to read or buy.  Visit the site several times, ad the ads are likely to start being for things you might really want to buy.  Each time you visit the site, the site adds to what it knows about, your interests and habits.

It seems that Microsoft has patented a way to data mine school kids, K-12 and beyond, all in the name of improving education.  Sandra found out about about it, researched it, and describes it, much better than I ever could, in her blogs,  Data Mining: An Education Reform Strategy and Follow Up to Data Mining.  .

Frankly it looks like Bill Gates, Tallahassee and Obama have teamed up to Data Mine our children, with  good intentions and in the name of education reform (off course). It seems Florida is getting almost Ten Million Dollars over four years from DC to allow Microsoft to electronically pick our kids brains., Bill Gates put it this way,

".....would analyze information and make recommendations with the goal of aiding a person's decisions and improving quality of life."
In her blog Data Mining: An Education Reform Strategy We find out, Tallahassee is getting almost 10 million over four years to sell our kids data to
Provide several different reporting capabilities for use by a myriad of stakeholders
Wonder what Google or Amazon would be willing to pay Microsoft for all the information they might collect about Florida's kids?  Don't need to look too hard to find this:
Applications or services can interact with such data and present it to users in a myriad of manners, for instance as notifications of opportunities. Of course, it's not all about improving lives: Further down, the patent explains that "such data can be afforded to businesses involved in market analysis, or the like, in a manner that balances privacy issues of users with demand for high quality information from businesses
WTF; That makes it very clear that the information gleaned will at some-point be used commercially.  We have no way of knowing if "privacy issues" will be "balanced" or even who is defining balance. What we know is that at some point the information will be sold to someone.  For all we know, that someone could be a company in China or Saudi Arabia. 

Even is we take that out of the equation, how much trust can we put into the US Government to protect the information they're gathering from the experiment?  In the recent past the personal information of millions of Americans has been compromised by hackers who have accessed Pentagon, Social Security and Veterans Agency computers.  How secure is our kids information in the hands of a Government that allowed Wiki Leaks?

In her blog, Follow Up to Data Mining this got my attention..

The Eli and Edythe Broad Foundation is a national venture philanthropy established by philanthropist Eli Broad to advance entrepreneurship for the public good in education, science and the arts. The Foundation funds the Broad Residency, which searches for individuals with MBA's and in industry for candidates to take rapid training to take on positions as superintendents and other managerial positions in our nation's school districts. The Broad Foundation subsidizes salaries once hired on. The Broad Center announced it's placed "the largest class of 42 early career executives into 28 public education systems, expanding for the first tie into state departments of education." One Broad Resident now works for Hillsborough County Public Schools.  (Fla)

Why does that look as if Bill Gates is subsidizing the training then the salaries of individuals who will be in a position to make purchasing decisions that will involve public funds and Microsoft.  If the people were direct employees of Microsoft, it would be a crime.  Microsoft is avoiding that by laundering the money through the Bill and Melinda Gates Foundation and into the Board Center Foundation who actually pays the bills.  Because the Corporations are different individuals, this is probably legal.  Microsoft technically has no connection to Board Center.  That is if you don't count the 3.6 million they gave the Board to help get Board Center Trained People into selected positions.

Folks it ain't just Florida, you can find out if your state is involved by by taking a look at the Board Center Website It becomes clear very quickly that this isn't exactly a conservative vs liberal issue.  The sponsors are among the most progressive (or regressive) liberals in the country, on the other hand, it seems like conservative legislatures, like the one in Tallahassee Florida, have no problem overlooking children's privacy rights if they can get their hands on some easy money.  I'm sure it never occurred to them that all this data could serve as a way to chose individuals to target for votes and donations in the very near future.

As for as Bill Gate's saying his organization can guide people into making better decisions?  Most ministers will tell you God himself thought we should be allowed free choice, the right to make our own mistakes without his interference.  I know not all of you believe in God, but do you believe Bill Gates has the right to do what most of us believe neither God or Government has the power to do?

I've emailed Florida Senators; Haridopolos, Wise and Altman to ask how exactly this scheme fits into their plan to reform Florida's Education System.  When they reply I will make those replies available to all my readers



To view reader comments on this article see

http://grumpyelder-todayimgrumpyabout.blogspot.com/2011/01/education-reform-or-how-to-make-bill.html

Education Reform: If the roof leaks, call 911

Posted for


  Sandra in Brevard




For at least the last 12 years, we have heard again and again that schools, students, and teachers are failing. For at least the last 12 years, national and state initiatives have centered on fixing that problem through accountability and testing initiatives. No Child Left Behind (NCLB) poured billions into the effort while schools struggled to meet the implementation requirements. Race to the Top is more of the same. For the same period of time, Florida poured millions into the FCAT, grading schools, and now it is on its way out to be replaced by another generation of tests.
What business would survive if after more than a decade, there was no return on investment? What business would pour money year after year in fixing something with the same tools and year after year see no progress? What business would fail to go back and examine the problem they were trying to solve?

Maybe the conventional wisdom "if ain't broke, don't fix it" should be reconsidered in educational reform.

University of Florida researchers ‘’borrowed ‘lifestyle segmentation' profiling methods used by direct marketers and political strategists to classify every student into one of several lifestyle groups (four in Bay County, three in Alachua), each based on a common set of values, income level, spending patterns, education level, ethnic diversity of neighborhood and other shared traits." The researchers used this data to examine the relationship between each group’s lifestyle profile and their math and reading scores on the Florida Comprehensive Assessment Test, the state’s standardized exam used to evaluate student and school performance. Researcher. The results indicated that "the most affluent lifestyle group registered the highest FCAT scores, the second richest group ranked second in test scores, and so on. On the math tests, the gap between the highest and lowest scoring lifestyle groups was more than two grade levels." The lead investigator, UF Professor Harry Daniels, said: “The testing patterns in both counties virtually mirrored each other. Every lifestyle group improved in FCAT scores from year to year until the 10th grade exam (which students must pass to graduate high school), when improvement leveled off. But they all improved at the same rate, so the achievement gap persisted year to year.”

Instead of continuing a path of more of the same, perhaps real reform comes in the form of a different set of educational programs. Perhaps it would be a better idea to spend money on vocational programs. Looking back historically, good jobs get poor families out of poverty and often are in trades. Even in this economy, we still need electricians, auto mechanics, and a variety of positions in the health care field that require A.A. or A.A.S. degrees. These jobs require solid math and literacy skills that high school vocational programs can develop. This doesn't restrict any socio-economic group from pursuing a university directed education. However, since the FCAT is on its last legs for high school graduation to be replaced by end-of-course exams, data results might change if students had different choices.

The Eli and Edythe Broad Foundation published a report on the “crisis” in US education and convened 30 individuals to make recommendations on how to fix the problem. This “crisis” is based upon the performance of US students on the Programme of International Student Assessment (PISA). A cross section of students at public and private schools, between the ages of 15 years 3 months old and 16 years 2 months, are selected from schools that voluntarily participate. A minimum of 4,500 per country are required to participate in the test. Shanghai placed #1 on test results, but Shanghai is not a country. Approximately 35% of Chinese students do not make it to high school. Singapore is in #2 position. With a population of 4,424,133, the central government controls and manages the country’s school system, which based on what I can locate, includes technical and vocational training schools for high school students. The language of instruction in Singapore is English. The United States has a population of 308,400,408 and individual states control educational standards and testing initiatives. The FCAT is an example of a state-centric exam.

Conclusion

Today, I have no idea what the true condition of US education is. I do not believe we are in a “crisis.” There is no data to support that. Performance on an international test is insufficient to make such a claim. We do know that US students drop out at unacceptable levels. We do know that income levels have something to do with student achievement on tests. The solutions to gather data and produce more tests are a continuation of more of the same “solutions”. The Florida legislature has done an incomplete analysis of the problem and that is where the failure is.


More information on the UF study can be found here:
 http://news.ufl.edu/2010/03/22/school-success/

More information on PISA can be found here:
http://www.pisa.oecd.org/pages/0,3417,en_32252351_32235731_1_1_1_1_1,00.html


© SandraInBrevard, All Rights Reserved

To see comments on this article visit

http://grumpyelder-todayimgrumpyabout.blogspot.com/2011/01/education-reform-if-roof-leaks-call-911.html

Data Mining: An Education Reform Strategy

Posted for Sandra in BrevardIf you got mad a few years ago, when you found out Motor Vehicles was sellng information, this won't make you at all happy


If you buy a book through Amazon, rent a movie through Netflix, or have a Facebook account, your information and choices are "mined" to market new products catered to what the data reveals about you. In these large databases, your choices are compared with others and a book you liked might be offered to others who seem to have similar tastes or interests. Specialized algorithms are developed that "mine" in an effective process to sell products.

Wikipedia defines algorithms in part this way:
"Algorithms are essential to the way computers process information. Many computer programs contain algorithms that specify the specific instructions a computer should perform (in a specific order) to carry out a specified task, such as calculating employees' paychecks or printing students' report cards."

NY Times contributor Seth Freeman wrote a clever article this week titled "Me and My Algorithm" of which he said:

If this is a case of my algorithm, my cyber personal shopper, coach, guardian angel and avatar, knowing me better than I know myself, I really do need to figure out why I, a guy, get repeated offers — tied to a e-mails on vastly different subjects — for mastectomy bras and for something called a vaginal ring. Is the idea that these items make lovely gifts? Since articles I have written have circulated through the Internet by e-mail, it could easily turn out that my algorithm will soon get the opportunity to read what I have had to say about it here. What, I wonder, will it think?” (1)
 
Last year, Bill Gates and other Microsoft executives obtained a patent for a personal data mining system that "would analyze information and make recommendations with the goal of aiding a person's decisions and improving quality of life. The patent abstract described the system this way: "Personal data mining mechanisms and methods are employed to identify relevant information that otherwise would likely remain undiscovered." Users supply personal data that can be analyzed in conjunction with data associated with a plurality of other users to provide useful information that can improve business operations and/or quality of life. Personal data can be mined alone or in conjunction with third party data to identify correlations amongst the data and associated users. Applications or services can interact with such data and present it to users in a myriad of manners, for instance as notifications of opportunities. Of course, it's not all about improving lives: Further down, the patent explains that "such data can be afforded to businesses involved in market analysis, or the like, in a manner that balances privacy issues of users with demand for high quality information from businesses." (2)
 
Building Longitudinal Data Systems for Education

What does this have to do with education? Plenty. There is a widespread belief that the development of longitudinal data, from early childhood through the 12th grade and beyond is a necessary element to educational reform. The Data Quality Campaign (DQC), "a national, collaborative effort to encourage and support state policymakers to improve the availability and use of high-quality education data to improve student achievement." The organization articulates a widespread belief that "States have made remarkable progress in developing longitudinal data systems that can follow student progress over time, from early childhood through 12th grade and into postsecondary education through implementation of the 10 Essential Elements. The 10 State Actions are the fundamental steps states must put in place to change the culture around how data are used to inform decisions to improve system and student performance."

Florida received a federal grant for $9,975,288 with funding starting in July 2010 and ending in June 2013 and cited these major outcomes in their proposal
 
a) Upgrade the four major source data systems that are incorporated into Florida’s Education Data Warehouse (EDW)

b) Employ a unique identifier system so that social security numbers are no longer the key field for tracking students between the Local Education Agencies and the State

c) Provide several different reporting capabilities for use by a myriad of stakeholders

d) Implement a data mining tool for FLDOE to analyze and evaluate its program and policies more efficiently and effectively (3)
The Data Quality Campaign reaffirmed that "Florida is among the top states in collecting data (10 of 10 criteria along with 11 other states) and using it (5 of 10 criteria, better than all but two states). "When states collect the most relevant data and are able to match individual student records over time, they can answer the questions that are at the core of educational effectiveness." (4) According to their website, the founding father of the Data Quality Campaign is the Bill & Melinda Gates Foundation, with additional support from Casey Family Programs, Lumina Foundation for Education, Michael & Susan Dell Foundation, and the Pew Charitable Trusts. You can follow DQC on Facebook.

DQC’s executive director believes that there is education data collected that is not necessary and cited Kansas and Tennessee as “leaders in establishing rules for data control.” However, the Fordham Law School Center on Law and Information Policy conducted a study (5) on the massive data collection efforts and concluded that states "are collecting far more information than necessary, failing to take appropriate measures to safeguard student privacy and protect them from data misuse, and failing to comply with the Family Educational Rights and Privacy Act (FERPA). Fordham's investigation also reveals that 80% of the states "do not have a system to delete student records. "Fordham law professor Joel R. Reidenberg, who oversaw this study, had this to say of the Center’s findings:

“Ten, 15 years later, these kids are adults, and information from their elementary, middle and high school years will easily be exposed by hackers and others who put it to misuse. States, he said, "are trampling the privacy interests of those students." (6)
 
Conclusion

Bill Gates and the entire computer industry need a literate population with financial means to buy and make use of their products. Therefore, at some level, these efforts are intended to spur improvements. I do not mean to suggest any nefarious intent. Clearly, there is business development intent. Then, I wondered what other benefits a massive data collection has. Could it be a way for an industry, like the computer industry, to be able to identify minds early on with potential to join that workforce, nurture them, and ensure that the U.S. has sufficient minds here versus importing from abroad. Right now, the jobs in this sector are blooming in China and India and likely a destination for unemployed U.S. computer guru's, leaving the potential for a U.S. brain drain. Whatever the reasons, I find it troubling. What do you think?
 
1.     http://www.nytimes.com/2011/01/18/opinion/18freeman.html?_r=2
2.    http://www.techflash.com/seattle/2010/02/gates_ozzie_other_microsoft_execs_patent_personal_data_mining.html
3     http://nces.ed.gov/programs/slds/state.asp?stateabbr=FL
4.     http://www.tampabay.com/blogs/gradebook/2010/01/florida-among-top-states-in-education-data-collection-and-use.html
5.     http://law.fordham.edu/center-on-law-and-information-policy/14769.htm
6.     http://www.washingtonpost.com/wp-dyn/content/article/2009/10/27/AR2009102703562.html


© SandraInBrevard, All Rights Reserved

To see comments on this article visit

http://grumpyelder-todayimgrumpyabout.blogspot.com/2011/01/data-mining-education-reform-strategy.html