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Research Data Management
Dr. Om Prakash Singh
Asst. Prof., IIT Mandi
www.omprakashsingh.com
1. Selection & formulation of Research Problem
2. Literature survey
3. Development of working hypotheses
4. Research design
5. Sampling strategy or sample design
6. Pilot (quick & dirty) study
7. Data collection
8. Processing & analysis of data
9. Testing hypotheses
10.Interpretation & generalisation
11.Preparation of the report
Research Process
What is missing?
1. Selection & formulation of Research Problem
2. Literature survey
3. Development of working hypotheses
4. Research design
5. Sampling strategy or sample design
6. Pilot (quick & dirty) study
7. Data collection
8. Processing & analysis of data
9. Testing hypotheses
10.Interpretation & generalisation
11.Preparation of the report
Research Process
Data backup and management
Backing-up data
• Making back-ups of files is an essential element of data management.
• Regular back-ups protect against accidental or malicious data loss and
can be used to restore originals if there is loss of data.
Accidental or malicious loss of data can be due to:
a) hardware faults or failure
b) software or media faults
c) virus infection or malicious hacking
d) power failure
e) human errors by changing or deleting files
Which one is more serious?
Data back-up strategies
1. Should you back up particular data files or back up
the entire system?
• What will you need to restore in the event of data loss? If
your institution can restore your system then you may
wish to take responsibility only for your data files.
• If it cannot, you may wish to take full responsibility for
your own 'system' back-ups.
• Where applicable this should include portable computers
or devices, non-network computers and home-based
computers.
• Where data contain research information, care should be
taken to create the adequate number of copies needed,
e.g. a master file and one back-up copy.
Data back-up strategies
2. Does your institution have a back-up policy?
• Most universities have a back-up policy for data that are
held on a university network space.
• You should check with your university about any
strategies and policies in place.
• If you are not happy with the robustness of the solution
you should maintain an independent back-up of critical
files.
Data back-up strategies
3. How often should you back up?
• To reduce risk as far as possible, back-ups should be made after every
change to data or at regular intervals.
• You can use an automated back-up process to back up frequently used
and critical data files.
• Microsoft SyncToy (freeware) is an easy-to-use method of synchronising
files in different locations.
Microsoft SyncToy
Data back-up strategies
1. Synchronize takes the two folders and makes
sure they have exactly the same files. To do
this, SyncToy may copy files in either
direction and may delete or rename files in
either folder. In the case that a file has been
updated in both the left and right folders, the
version with the later modification date is
considered the conflict winner and will
overwrite the other version.
2. Echo looks for changes (file modifications,
new files, renames, deletes) in the left folder
and makes them in the right folder (one-way
sync).
3. Contribute is like an Echo, but it does not
delete any files on the right folder that may
have been deleted in the left folder.
SyncToy defines three different types of
operation to synchronize two folders
Demo
Data back-up strategies
Other offline backup tools
• FBackup
Backup is a free backup utility which protects your files by backing
them up, on a customized schedule, into a USB or an external hard
disk, even on other computers across the network. The backed up
files can either be in original or compressed format.
Data back-up strategies
Other offline backup tools
• Genie Timeline
With Genie Timeline, you will be able to start your
backup within two simple steps. A complete report will
be provided to show you details of your backed up data
type, file count, size on disk and percentage of backup.
Data back-up strategies
Other offline backup tools
• GFI BackUp
GFI BackUp allows you to backup your important data and
folders with a smart and powerful wizard. You can choose to
backup your data and directories to local and external hard
disks, over a network, CD/DVD or even remote FTP servers.
Data back-up strategies
Other offline backup tools
Allway Sync
Allway Sync synchronizes your files and directories among your PC,
external drives, remote FTP servers and more with an innovative
synchronization algorithm. It comes with an easy-to-use graphical
interface and can generate a report for any synchronization actions.
• EaseUS Todo Backup
Data back-up strategies
Other offline backup tools
EaseUS Todo Backup provides an all-in-one backup &
system recovery solution. It offers one-click restore system,
top-level disk and file backup, network-shared file backup
and automated schedule backup. EaseUS Todo Backup is
the most downloaded backup program on download.com.
Data back-up strategies
Other offline backup tools
• Paragon Backup & Recovery
• Toucan
• Areca Backup
• DirSync Pro
• Create Synchronicity
• Cobian Backup
• luckyBackup
• Personal Backup
• AceBackup
• DeltaCopy
• JaBack
It’s automatic, realiable and powerful. You can
schedule a backup task and transfer them to a
remote FTP server.
4. What file formats should I back up in?
Data back-up strategies
• All digital information is designed to be interpreted by computer
programs to make it understandable and is - by nature - software
dependent. All digital data are thus endangered by the obsolescence
of the hardware and software environment on which access to data
depends.
• This typically means using open or standard formats - such as
OpenDocument Format (ODF), ASCII, tab-delimited format, comma-
separated values, XML - as opposed to proprietary ones. Some
proprietary formats, such as MS Rich Text Format, MS Excel, SPSS, are
widely used and likely to be accessible for a reasonable, but not
unlimited, time.
• Keep a copy in universal format e.g. PDF, pdf files now can be opened
in MS office
5. Where should I store my back-ups?
Data back-up strategies
• Depending on the form of back-up and the risks associated with data loss, it
is most convenient to keep back-up files on a networked hard drive.
• For critical data, which are not available elsewhere, we would recommend
that you adopt offline storage on recordable CD/DVD, removable hard drive
or magnetic tape.
• Physical media can be safely stored in another location. Most
manufacturers provide recommendations for the best storage conditions of
physical media.
• Keep your research data in at least 2-3 forms: online, offline (CD/DVD +
hard disc)
• Work in folder that is back-up online continuously (or when internet
connection on)
Data back-up strategies
6. Online back-up
• Bad things happen to good people.
• Despite their sizes, laptops get nicked, dropped or misplaced all the
time, and research says that out of the 2 million laptops that get
stolen every year, only 2% are ever recovered.
• The main issue for most is not that they have lost their hardware;
it’s the toil that goes into amassing the contents that really gets to
them (and all of us for that matter).
• Assignments, proposals, research data, song compilations, family
pictures – all gone in the blink of an eye.
Data back-up strategies
6. Online back-up
• Google drive
• Dropbox
Data back-up strategies
6. Online back-up
Dropbox is a popular online storage application which keeps
your data anywhere and allows you to share them easily to
friends, colleagues and family who also have a Dropbox
account. Just invite them to get them started on their own
Dropbox account. 2Gb data storage free initially.
Comparison
Data back-up strategies
6. Online back-up
• Box
Box allows you to store and share your important data
with confidence. It supports 99.9% up-time guarantee,
SSL encryption, redundant storage, configurable
permissions, and more.
Data back-up strategies
6. Online back-up
• Comodo Backup
Comodo Backup offers 5GB free online storage space for
you to backup your files. You can easily access the files
from anywhere, and sync between computers.
• CrashPlan
Data back-up strategies
6. Online back-up
CrashPlan lets you backup your important data and folders to
multiple destinations automatically without costing you anything.
It easily backs up your data to computers over a network or on the
Internet.
• Memopal
Data back-up strategies
6. Online back-up
Memopal offers 3GB free online storage to backup your
important data on cloud. Just download Memopal and install
it on your computer. Memopal will automatically synchronize
selected folders and file it with a remote archive.
Data back-up strategies
6. Online back-up
Mozy
BuddyBackup
Adrive
SugarSync
SkyDrive
CloudMe
iDrive
CX.Com
ADrive offers its users up to 50GB of free cloud storage and
backup for all file types for the personal Basic plan. You can
also store, backup, share, and edit your documents online.
SkyDrive offers 7GB free password-protected online
storage, with a limit of 2GB on individual files via SkyDrive
desktop app.
CloudMe features a free cloud-based storage of up to 3GB
with a desktop-like remote management interface. With
CloudMe, you can access, upload and share your files
from anywhere, even your phone
iDrive offers 5 GB free online storage to backup
information from an unlimited number of computers into
a single account.
CX.com offers 10GB of free online storage with a range of
unique features.
7. Validation of back-up copies
Data back-up strategies
It is important that you verify and validate back-up files regularly by fully
restoring them to another location and comparing them with the original. Back-
up copies can be checked for completeness and integrity, for example by
checking the file size and date.
8. How should I organise my back-ups?
Data back-up strategies
• If you are making your own back-ups on removable media, make sure they are
well labelled and well organised. Without some management, achieving the
ultimate aim of restoring lost data may prove difficult.
• Well-organised file names and folder structures make it easier to find and keep
track of data files. A system needs to be practical and used consistently.
File naming
Good file names can provide useful cues to the content and status of a file, can
uniquely identify a file and can help in classifying files. File names can contain project
acronyms, researchers' initials, file type information, a version number, file status
information and date.
Best practice is to:
• create meaningful but brief names
• use file names to classify broad types of files
• avoid using spaces and special characters
• avoid very long file names
8. How should I organise my back-ups?
Data back-up strategies
Version numbering in file names is useful to indicate files revisions or edits, especially
in collaborations. This can be through discrete or continuous numbering depending
on minor or major revisions.
8. How should I organise my back-ups?
Data back-up strategies
File structure
• In this example, data and
documentation files are held in
separate folders. Data files are further
organised according to data type and
then according to research activity.
• Documentation files are organised also
according to type of documentation file
and research activity.
• It helps to restrict the level of folders to
three or four deep and not to have
more than ten items in each list.
Data Security
• Anti-virus
• Online links
• Attachments
• locking computer systems with a password and installing a firewall system
• protecting servers by power surge protection systems through line-interactive
uninterruptible power supply (UPS) systems
• implementing password protection of, and controlled access to, data files, e.g. no
access, read only, read and write or administrator-only permission
• controlling access to restricted materials with encryption
• imposing non-disclosure agreements for managers or users of confidential data
• not sending personal or confidential data via email or other file transfer means
without first encrypting them
• destroying data in a consistent manner when needed
• remember that file sharing services such as Google Docs or Dropbox may not be
that secure
Thank you

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research_data_management.pptx

  • 1. Research Data Management Dr. Om Prakash Singh Asst. Prof., IIT Mandi www.omprakashsingh.com
  • 2. 1. Selection & formulation of Research Problem 2. Literature survey 3. Development of working hypotheses 4. Research design 5. Sampling strategy or sample design 6. Pilot (quick & dirty) study 7. Data collection 8. Processing & analysis of data 9. Testing hypotheses 10.Interpretation & generalisation 11.Preparation of the report Research Process What is missing?
  • 3. 1. Selection & formulation of Research Problem 2. Literature survey 3. Development of working hypotheses 4. Research design 5. Sampling strategy or sample design 6. Pilot (quick & dirty) study 7. Data collection 8. Processing & analysis of data 9. Testing hypotheses 10.Interpretation & generalisation 11.Preparation of the report Research Process Data backup and management
  • 4. Backing-up data • Making back-ups of files is an essential element of data management. • Regular back-ups protect against accidental or malicious data loss and can be used to restore originals if there is loss of data. Accidental or malicious loss of data can be due to: a) hardware faults or failure b) software or media faults c) virus infection or malicious hacking d) power failure e) human errors by changing or deleting files Which one is more serious?
  • 5. Data back-up strategies 1. Should you back up particular data files or back up the entire system? • What will you need to restore in the event of data loss? If your institution can restore your system then you may wish to take responsibility only for your data files. • If it cannot, you may wish to take full responsibility for your own 'system' back-ups. • Where applicable this should include portable computers or devices, non-network computers and home-based computers. • Where data contain research information, care should be taken to create the adequate number of copies needed, e.g. a master file and one back-up copy.
  • 6. Data back-up strategies 2. Does your institution have a back-up policy? • Most universities have a back-up policy for data that are held on a university network space. • You should check with your university about any strategies and policies in place. • If you are not happy with the robustness of the solution you should maintain an independent back-up of critical files.
  • 7. Data back-up strategies 3. How often should you back up? • To reduce risk as far as possible, back-ups should be made after every change to data or at regular intervals. • You can use an automated back-up process to back up frequently used and critical data files. • Microsoft SyncToy (freeware) is an easy-to-use method of synchronising files in different locations.
  • 9. Data back-up strategies 1. Synchronize takes the two folders and makes sure they have exactly the same files. To do this, SyncToy may copy files in either direction and may delete or rename files in either folder. In the case that a file has been updated in both the left and right folders, the version with the later modification date is considered the conflict winner and will overwrite the other version. 2. Echo looks for changes (file modifications, new files, renames, deletes) in the left folder and makes them in the right folder (one-way sync). 3. Contribute is like an Echo, but it does not delete any files on the right folder that may have been deleted in the left folder. SyncToy defines three different types of operation to synchronize two folders Demo
  • 10. Data back-up strategies Other offline backup tools • FBackup Backup is a free backup utility which protects your files by backing them up, on a customized schedule, into a USB or an external hard disk, even on other computers across the network. The backed up files can either be in original or compressed format.
  • 11. Data back-up strategies Other offline backup tools • Genie Timeline With Genie Timeline, you will be able to start your backup within two simple steps. A complete report will be provided to show you details of your backed up data type, file count, size on disk and percentage of backup.
  • 12. Data back-up strategies Other offline backup tools • GFI BackUp GFI BackUp allows you to backup your important data and folders with a smart and powerful wizard. You can choose to backup your data and directories to local and external hard disks, over a network, CD/DVD or even remote FTP servers.
  • 13. Data back-up strategies Other offline backup tools Allway Sync Allway Sync synchronizes your files and directories among your PC, external drives, remote FTP servers and more with an innovative synchronization algorithm. It comes with an easy-to-use graphical interface and can generate a report for any synchronization actions.
  • 14. • EaseUS Todo Backup Data back-up strategies Other offline backup tools EaseUS Todo Backup provides an all-in-one backup & system recovery solution. It offers one-click restore system, top-level disk and file backup, network-shared file backup and automated schedule backup. EaseUS Todo Backup is the most downloaded backup program on download.com.
  • 15. Data back-up strategies Other offline backup tools • Paragon Backup & Recovery • Toucan • Areca Backup • DirSync Pro • Create Synchronicity • Cobian Backup • luckyBackup • Personal Backup • AceBackup • DeltaCopy • JaBack It’s automatic, realiable and powerful. You can schedule a backup task and transfer them to a remote FTP server.
  • 16. 4. What file formats should I back up in? Data back-up strategies • All digital information is designed to be interpreted by computer programs to make it understandable and is - by nature - software dependent. All digital data are thus endangered by the obsolescence of the hardware and software environment on which access to data depends. • This typically means using open or standard formats - such as OpenDocument Format (ODF), ASCII, tab-delimited format, comma- separated values, XML - as opposed to proprietary ones. Some proprietary formats, such as MS Rich Text Format, MS Excel, SPSS, are widely used and likely to be accessible for a reasonable, but not unlimited, time. • Keep a copy in universal format e.g. PDF, pdf files now can be opened in MS office
  • 17. 5. Where should I store my back-ups? Data back-up strategies • Depending on the form of back-up and the risks associated with data loss, it is most convenient to keep back-up files on a networked hard drive. • For critical data, which are not available elsewhere, we would recommend that you adopt offline storage on recordable CD/DVD, removable hard drive or magnetic tape. • Physical media can be safely stored in another location. Most manufacturers provide recommendations for the best storage conditions of physical media. • Keep your research data in at least 2-3 forms: online, offline (CD/DVD + hard disc) • Work in folder that is back-up online continuously (or when internet connection on)
  • 18. Data back-up strategies 6. Online back-up • Bad things happen to good people. • Despite their sizes, laptops get nicked, dropped or misplaced all the time, and research says that out of the 2 million laptops that get stolen every year, only 2% are ever recovered. • The main issue for most is not that they have lost their hardware; it’s the toil that goes into amassing the contents that really gets to them (and all of us for that matter). • Assignments, proposals, research data, song compilations, family pictures – all gone in the blink of an eye.
  • 19. Data back-up strategies 6. Online back-up • Google drive
  • 20. • Dropbox Data back-up strategies 6. Online back-up Dropbox is a popular online storage application which keeps your data anywhere and allows you to share them easily to friends, colleagues and family who also have a Dropbox account. Just invite them to get them started on their own Dropbox account. 2Gb data storage free initially.
  • 22. Data back-up strategies 6. Online back-up • Box Box allows you to store and share your important data with confidence. It supports 99.9% up-time guarantee, SSL encryption, redundant storage, configurable permissions, and more.
  • 23. Data back-up strategies 6. Online back-up • Comodo Backup Comodo Backup offers 5GB free online storage space for you to backup your files. You can easily access the files from anywhere, and sync between computers.
  • 24. • CrashPlan Data back-up strategies 6. Online back-up CrashPlan lets you backup your important data and folders to multiple destinations automatically without costing you anything. It easily backs up your data to computers over a network or on the Internet.
  • 25. • Memopal Data back-up strategies 6. Online back-up Memopal offers 3GB free online storage to backup your important data on cloud. Just download Memopal and install it on your computer. Memopal will automatically synchronize selected folders and file it with a remote archive.
  • 26. Data back-up strategies 6. Online back-up Mozy BuddyBackup Adrive SugarSync SkyDrive CloudMe iDrive CX.Com ADrive offers its users up to 50GB of free cloud storage and backup for all file types for the personal Basic plan. You can also store, backup, share, and edit your documents online. SkyDrive offers 7GB free password-protected online storage, with a limit of 2GB on individual files via SkyDrive desktop app. CloudMe features a free cloud-based storage of up to 3GB with a desktop-like remote management interface. With CloudMe, you can access, upload and share your files from anywhere, even your phone iDrive offers 5 GB free online storage to backup information from an unlimited number of computers into a single account. CX.com offers 10GB of free online storage with a range of unique features.
  • 27. 7. Validation of back-up copies Data back-up strategies It is important that you verify and validate back-up files regularly by fully restoring them to another location and comparing them with the original. Back- up copies can be checked for completeness and integrity, for example by checking the file size and date.
  • 28. 8. How should I organise my back-ups? Data back-up strategies • If you are making your own back-ups on removable media, make sure they are well labelled and well organised. Without some management, achieving the ultimate aim of restoring lost data may prove difficult. • Well-organised file names and folder structures make it easier to find and keep track of data files. A system needs to be practical and used consistently. File naming Good file names can provide useful cues to the content and status of a file, can uniquely identify a file and can help in classifying files. File names can contain project acronyms, researchers' initials, file type information, a version number, file status information and date. Best practice is to: • create meaningful but brief names • use file names to classify broad types of files • avoid using spaces and special characters • avoid very long file names
  • 29. 8. How should I organise my back-ups? Data back-up strategies Version numbering in file names is useful to indicate files revisions or edits, especially in collaborations. This can be through discrete or continuous numbering depending on minor or major revisions.
  • 30. 8. How should I organise my back-ups? Data back-up strategies File structure • In this example, data and documentation files are held in separate folders. Data files are further organised according to data type and then according to research activity. • Documentation files are organised also according to type of documentation file and research activity. • It helps to restrict the level of folders to three or four deep and not to have more than ten items in each list.
  • 31. Data Security • Anti-virus • Online links • Attachments • locking computer systems with a password and installing a firewall system • protecting servers by power surge protection systems through line-interactive uninterruptible power supply (UPS) systems • implementing password protection of, and controlled access to, data files, e.g. no access, read only, read and write or administrator-only permission • controlling access to restricted materials with encryption • imposing non-disclosure agreements for managers or users of confidential data • not sending personal or confidential data via email or other file transfer means without first encrypting them • destroying data in a consistent manner when needed • remember that file sharing services such as Google Docs or Dropbox may not be that secure