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@Course_Operations said in Module 5 Discussion: Data Management Questions:
I would like to learn more about
Designing a log frame -Writing the log summary, risks and assumptions.
@Course_Operations said in Module 5 Discussion: Data Management Questions:
Respond to this prompt after completing the content in Module 5.
What is one M&E role, task or process that you would like to learn more about? In the discussion forum, describe one part of your data flow that you would like to learn more about.
Sample Post: I would like to learn more about…[data storage, evaluation, data quality assessment, etc.]
Respond to at least two posts. Do you have a tip or piece of advice to offer? Do you know any learning resources that will help this person? Or do you simply have the same question?
I would love to learn more about how to protect the safety of data without the use of expensive applications.
@Natabirwa said in Module 5 Discussion: Data Management Questions:
@Course_Operations said in Module 5 Discussion: Data Management Questions:
I would like to learn more about
Designing a log frame -Writing the log summary, risks and assumptions.
ok thats good one
@Natabirwa said in Module 5 Discussion: Data Management Questions:
@Course_Operations said in Module 5 Discussion: Data Management Questions:
I would like to learn more about
Designing a log frame -Writing the log summary, risks and assumptions.
That is good and possible
@Dapo-Awobeku said in Module 5 Discussion: Data Management Questions:
I'd like to learn more about data analysis - how to make the best use of the raw data and tell compelling stories.
yes data analysis is good
@MahithaKasireddi said in Module 5 Discussion: Data Management Questions:
Would like to know on data cleaning and analysis
that is great and true
I would like to learn more about data analysis
@Course_Operations said in Module 5 Discussion: Data Management Questions:
Respond to this prompt after completing the content in Module 5.
What is one M&E role, task or process that you would like to learn more about? In the discussion forum, describe one part of your data flow that you would like to learn more about.
I would like to learn more about data collection through digital means and also how to verify the quality of data.
I would love to learn more about collection of data through leads expensive digital means and also how to verify the authenticity of data
I would love to learn more about collecting data through digital methods and also the authenticity of data
I would like to learn more about data verification and quality
I would like to learn more on data Validation
I will like to learn more about data analysis
I will like to learn more about data analysis
i would like to learn more about data quality assessment. I would like to ask the same question
I would like to learn more about evaluation
@Bijusokto said in Module 5 Discussion: Data Management Questions:
i would like to learn more about data quality assessment. I would like to ask the same question
I have the same question
I have the same question
I will like to learn more about data quality assessment
@Romes said in Module 5 Discussion: Data Management Questions:
@Bijusokto said in Module 5 Discussion: Data Management Questions:
i would like to learn more about data quality assessment. I would like to ask the same question
I have the same question
same here
One role I would like to learn more about is the project management position in my project. This is a key role in the data flowchart I have created and the major gateway between operations and the organization directors and external stakeholders. With the many moving parts in operations starting from the data collection step, there will be an enormous responsibility for reporting personnel and a huge volume of information to monitor and evaluate. I am curious to know if it is best to have a team for this or to have one central person (I'm sure this depends on the size and scope of the organization). One potential answer to this challenge is to have junior project managers at the building levels who also assume some of the M&E so that some of the labor and analysis as in place prior to it reaching this project manager role. Would love to hear thoughts from the group!
@Olorunfemi said in Module 5 Discussion: Data Management Questions:
I would love to learn more about collection of data through leads expensive digital means and also how to verify the authenticity of data
Hi Olorunfemi,
Your comment is very important! With so much 'open source' software available these days you might find tools that are free of charge. For example, Microsoft Project is emulated by several open source (and free!!) software programs. They might not be exactly like Microsoft Project, and there may be 'bugs' but they can often do the job and eliminate financial worries at least in terms of the digital aspects of your organization. Do check out products that might work for you that are designed and run by the generous world community of open software organizations. (I use Project Libre (https://www.projectlibre.com/) instead of Microsoft Project and it works just dandy!)
Cheers, and in philanthropy!
Elizabeth
@faithhadison said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data analysis
Hi Faith,
Data analysis is supremely important in M&E I would guess, so your wish to learn more about it is well-founded! Data analysis falls under quantitative and qualitative research, and if you have not yet taken a basic course on these subjects I would highly recommend doing so. Just learning some of the key aspects of statistics can help you to understand your quantitative data, such as descriptions of the data, central tendency and frequency, data dispersion, and even inferential methods where you may begin to generalize your data samples against larger populations! There are excellent resources out there with step-by-step examples and work flows. There are free statistical processing and analysis packages (I Use the program, R - see https://www.r-project.org/. It's FREE and don't be daunted by its massive scope - there are abundant tutorials to teach yourself whatever you need. Give it a try! For qualitative research, there are also plenty of resources online. I highly recommend the books:
@Phyllo said in Module 5 Discussion: Data Management Questions:
@faithhadison said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data analysis
Hi Faith,
Data analysis is supremely important in M&E I would guess, so your wish to learn more about it is well-founded! Data analysis falls under quantitative and qualitative research, and if you have not yet taken a basic course on these subjects I would highly recommend doing so. Just learning some of the key aspects of statistics can help you to understand your quantitative data, such as descriptions of the data, central tendency and frequency, data dispersion, and even inferential methods where you may begin to generalize your data samples against larger populations! There are excellent resources out there with step-by-step examples and work flows. There are free statistical processing and analysis packages (I Use the program, R - see https://www.r-project.org/. It's FREE and don't be daunted by its massive scope - there are abundant tutorials to teach yourself whatever you need. Give it a try! For qualitative research, there are also plenty of resources online. I highly recommend the books:
- Creswell, J. & Poth, C. (2017). Qualitative Inquiry and Research Design: Choosing Among Five Approaches, Fourth Edition. London: Sage.
- Saldaña, J. (2016). The coding manual for qualitative researchers, Third Edition. London: Sage.
Data analysis can conform to your needs and sharing your concerns and challenges with your fellow philanthropists will open plenty of doors to best practices and 'how tos'. Best of success to you!!
Elizabeth
@Phyllo Thanks for sharing this wonderful opportunity and resources with fellow learners....it will surely be helpful to someone!
@Imoevans said in Module 5 Discussion: Data Management Questions:
I will like to learn more about data analysis
@Imoevans Thanks for being a part of this M&E Course......but check the post @Phyllo it might be helpful to your pursuit!
@Phyllo said in Module 5 Discussion: Data Management Questions:
@Olorunfemi said in Module 5 Discussion: Data Management Questions:
I would love to learn more about collection of data through leads expensive digital means and also how to verify the authenticity of data
Hi Olorunfemi,
Your comment is very important! With so much 'open source' software available these days you might find tools that are free of charge. For example, Microsoft Project is emulated by several open source (and free!!) software programs. They might not be exactly like Microsoft Project, and there may be 'bugs' but they can often do the job and eliminate financial worries at least in terms of the digital aspects of your organization. Do check out products that might work for you that are designed and run by the generous world community of open software organizations. (I use Project Libre (https://www.projectlibre.com/) instead of Microsoft Project and it works just dandy!)
Cheers, and in philanthropy!
Elizabeth
@Phyllo Thanks again for the opportunity shared ... i am of the belief that @Olorunfemi will check the website for further studies!
@Jeni said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data verification and quality
@Jeni Good to learn more....but kindly share how helpful this course have been to you and your organisation!
@Phelznt said in Module 5 Discussion: Data Management Questions:
I would like to learn more on data Validation
@Phelznt Validation is a seal of approval therefore learning the process of doing that for data will surely be a positive venture....
@Olorunfemi said in Module 5 Discussion: Data Management Questions:
I would love to learn more about collecting data through digital methods and also the authenticity of data
@Olorunfemi There are definitely digital methods of collecting data either through customized or off-the-.shelf mobile data collector software....Check out Survey Monkey and GIS cloud for a start!
@ChidinmaEjike said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data storage
@ChidinmaEjike Effective Data Storage is an inherent feature of most Robust Database Collection Software!
@MahithaKasireddi said in Module 5 Discussion: Data Management Questions:
Would like to know on data cleaning and analysis
@MahithaKasireddi Please check out @Phyllo post for guidance on available free resources to help your course!
@Nick-it said in Module 5 Discussion: Data Management Questions:
I would like to know more about data analysis, data quality assessment and the tools/software we should use to manage the data in a easier and safer way.
@Nick-it There are many good software out there; open source and buy-able ones .....SPSS and Eview can be helpful software to peruse!
i would like to learn how data quality and analyzed
@NitinPant said in Module 5 Discussion: Data Management Questions:
@Course_Operations said in Module 5 Discussion: Data Management Questions:
I would like to learn more about…
I would like to learn more abou Data Analysis as it is the most critical part. If not analysed correctly it affect the entire project.
@NitinPant I agree with you wholesomely ..... Data must be analysed thoroughly or else a negative connotation will be on the project Outcomes/Results!
I would like to learn more about data storage. How data is kept safe and the measures to take in order to keep data safe.
I'm very interested in data analysis. Everything we do these days is data driven. How goods and services are exchanged, how we make choices, how interventions are planned, how healthcare is delivered. I believe it is a gold mine; not just in the returns one would get, but especially in the knowledge that can be excavated from it.
I would like to learn more on how data are analysed and used in writing report on the activities of the project.
I would like to learn more about ( Data Collation, Data Analysis or Verification, Data Storage and Data Use)
I would like to learn more about ( Data Collation, Data Analysis or Verification, Data Storage and Data Use)
Hello everyone,
i like my colleagues, would like to learn more about data validation or this concept called "data cleaning"
@Tavengwa said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data storage. How data is kept safe and the measures to take in order to keep data safe.
Hello T...form what i have witnesses, data is saved in what is called Transport data Base (TDB which can be a USB or CDR) at the end of the period under review from the data collectors to the M&E who are supposed to analyse and store the data. This will help save the data from the computer that can get corrupt or may crush. Secondly the data from the TDB is transposed into a database where all the data of the organisation are stored. The may then used the share drive or Cloud to ensuring safety and longtime usage.
@Midee said in Module 5 Discussion: Data Management Questions:
@Dapo-Awobeku said in Module 5 Discussion: Data Management Questions:
I'd like to learn more about data analysis - how to make the best use of the raw data and tell compelling stories.
that is a good way to growth, nice one
@Phyllo said in Module 5 Discussion: Data Management Questions:
@faithhadison said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data analysis
Hi Faith,
Data analysis is supremely important in M&E I would guess, so your wish to learn more about it is well-founded! Data analysis falls under quantitative and qualitative research, and if you have not yet taken a basic course on these subjects I would highly recommend doing so. Just learning some of the key aspects of statistics can help you to understand your quantitative data, such as descriptions of the data, central tendency and frequency, data dispersion, and even inferential methods where you may begin to generalize your data samples against larger populations! There are excellent resources out there with step-by-step examples and work flows. There are free statistical processing and analysis packages (I Use the program, R - see https://www.r-project.org/. It's FREE and don't be daunted by its massive scope - there are abundant tutorials to teach yourself whatever you need. Give it a try! For qualitative research, there are also plenty of resources online. I highly recommend the books:
- Creswell, J. & Poth, C. (2017). Qualitative Inquiry and Research Design: Choosing Among Five Approaches, Fourth Edition. London: Sage.
- Saldaña, J. (2016). The coding manual for qualitative researchers, Third Edition. London: Sage.
Data analysis can conform to your needs and sharing your concerns and challenges with your fellow philanthropists will open plenty of doors to best practices and 'how tos'. Best of success to you!!
Elizabeth
The comment from Phyllo is very instructive and thank you for the reference. I just want to add my voice to say analysing your data will require that you know your logframe, your indicators and means of verification so that the collected data make sense to you. Otherwise, it will be difficult for you to analyze your data and make informed decision.
I would like to learn ore about data evaluation and quality
@Course_Operations said in Module 5 Discussion: Data Management Questions:
Respond to this prompt after completing the content in Module 5.
What is one M&E role, task or process that you would like to learn more about? In the discussion forum, describe one part of your data flow that you would like to learn more about.
Sample Post: I would like to learn more about…[data storage, evaluation, data quality assessment, etc.]
I was quite impressed with the data flow map but would like to learn more about data analysis, data quality assessment and draft half-yearly and annual reports
I would like to go deeper into data quality and data analysis. What are the tools used to analyze quantitative and qualitative data and how to create reports with simple (excel) and advanced tools.
I would like to learn more about data quality and data analysis. how analyze qualitative and quantitative data and the tools we can use ..from the simplest (excel) to the more sofisticated ones.
@Course_Operations said in Module 5 Discussion: Data Management Questions:
Respond to this prompt after completing the content in Module 5.
What is one M&E role, task or process that you would like to learn more about? In the discussion forum, describe one part of your data flow that you would like to learn more about.
Sample Post: I would like to learn more about…[data storage, evaluation, data quality assessment, etc.]
Respond to at least two posts. Do you have a tip or piece of advice to offer? Do you know any learning resources that will help this person? Or do you simply have the same question?
@davdanhi said in Module 5 Discussion: Data Management Questions:
@KOPJ said in Module 5 Discussion: Data Management Questions:
@davdanhi said in Module 5 Discussion: Data Management Questions:
I would like to know more about data analysis
Thanks for sharing what piece you’d like to learn more about @davdanhi.
Did you find this course useful for your work?yes this course is the real deal. However, like already indicated that data analysis is complex, I would appreciate basic concepts of analyzing quantitative data using common statistical packages like SPSS and excel
yes me too. I would like to learn more about data quality and data analysis. how analyze qualitative and quantitative data and the tools we can use ..from the simplest (excel) to the more sofisticated ones.
I would like to learn more about data quality and data analysis. how analyze qualitative and quantitative data and the tools we can use ..from the simplest (excel) to the more sofisticated ones.
I would like to learn more about Evaluation its very crucial in project planing and management as well. I would also love to learn some of the Data analysis tools.
@Robs said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data quality and data analysis. how analyze qualitative and quantitative data and the tools we can use ..from the simplest (excel) to the more sofisticated ones.
Exactly me too, cause at the end of the day we shall need it.
I will like to learn more on data management and data string softwares
I found difficult in managing the data. For me, it is more strategics work. Tracing error and missing information is always difficult to trace. Further process of cleaning the data is another area which trouble me a lot.
Data quality management
Respond to this prompt after completing the content in Module 5.
What is one M&E role, task or process that you would like to learn more about? In the discussion forum, describe one part of your data flow that you would like to learn more about.
Sample Post: I would like to learn more about…[data storage, evaluation, data quality assessment, etc.]
Respond to at least two posts. Do you have a tip or piece of advice to offer? Do you know any learning resources that will help this person? Or do you simply have the same question?
I would like to learn more about data analysis tools and techniques
@Mich-o said in Module 5 Discussion: Data Management Questions:
I would like to learn more about Evaluation its very crucial in project planing and management as well. I would also love to learn some of the Data analysis tools.
Indeed very true, i am looking through this and thought it might be helpful https://www.betterevaluation.org/en/resources/guides/UNWFP_m%26e_guidelines
Exactly, i would like to learn about this to, does the unversity offers a course around this one too?
I would like to learn about Data analysis as i believe this is a critical skill in the Project Monitoring and Evaluation because out of the data analysis you make informed decisions about the project
@jeanettet said in Module 5 Discussion: Data Management Questions:
@Mich-o said in Module 5 Discussion: Data Management Questions:
I would like to learn more about Evaluation its very crucial in project planing and management as well. I would also love to learn some of the Data analysis tools.
Indeed very true, i am looking through this and thought it might be helpful https://www.betterevaluation.org/en/resources/guides/UNWFP_m%26e_guidelines
That is very resourceful!
@TyroMokgoare said in Module 5 Discussion: Data Management Questions:
Data quality management
This is very broad and it is important to specialize in order to spread responsibilities to other Project Team members break the data quality management into the 3 components
I would like to learn more about data quality management
It will be great to know more about data verification (when participants are more than 4,000 and are located in over 50 African countries) and data analyzing tools.
i agree with you, it is crucial to have data analysis in project monitoring and evaluation such that it helps to have a quality flow of data and also it helps in data handling and storage. data storage requires a proper and well analysed data such that it wont be difficult to work with
@financialintegrityng said in [Module 5 Discussion: Data Management Questions](/post/73806
i am glad to learn more about data storage too
@1976_Fred said in Module 5 Discussion: Data Management Questions:
@Phyllo said in Module 5 Discussion: Data Management Questions:
@faithhadison said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data analysis
Hi Faith,
Data analysis is supremely important in M&E I would guess, so your wish to learn more about it is well-founded! Data analysis falls under quantitative and qualitative research, and if you have not yet taken a basic course on these subjects I would highly recommend doing so. Just learning some of the key aspects of statistics can help you to understand your quantitative data, such as descriptions of the data, central tendency and frequency, data dispersion, and even inferential methods where you may begin to generalize your data samples against larger populations! There are excellent resources out there with step-by-step examples and work flows. There are free statistical processing and analysis packages (I Use the program, R - see https://www.r-project.org/. It's FREE and don't be daunted by its massive scope - there are abundant tutorials to teach yourself whatever you need. Give it a try! For qualitative research, there are also plenty of resources online. I highly recommend the books:
- Creswell, J. & Poth, C. (2017). Qualitative Inquiry and Research Design: Choosing Among Five Approaches, Fourth Edition. London: Sage.
- Saldaña, J. (2016). The coding manual for qualitative researchers, Third Edition. London: Sage.
Data analysis can conform to your needs and sharing your concerns and challenges with your fellow philanthropists will open plenty of doors to best practices and 'how tos'. Best of success to you!!
ElizabethThe comment from Phyllo is very instructive and thank you for the reference. I just want to add my voice to say analysing your data will require that you know your logframe, your indicators and means of verification so that the collected data make sense to you. Otherwise, it will be difficult for you to analyze your data and make informed decision.
thank you so much, this information is helpful to me. i'm now able to do my M&E.
I would like to learn more about what things to really look when analyzing the report. and learn how to do data quality assurance in all departments before sending data to donors
I would like to know more about data evaluation?
@Tope_Olubodun said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data quality management
Hi Tope, It is important to allocate roles and responsibilities to your team in order to manage the flow of the data in your project. This also involves using reliable tools to collect data such as survey and questionnaires to ensure you collect the right information relevant to your project.
I will like to learn about more about data evaluation, protection and data integrity management. I will also want learn how the reports generated and written for decision making process
@chipomatereke said in Module 5 Discussion: Data Management Questions:
I would like to learn about data analysis.
Hi Chipo
I would suggest you enrol for a basic research course because quantitative and qualitative data analysis use different methods but can both be used in one project. For qualitative research you interpret observation,patterns etc to analyse data. Quantitative research use statistics to analyse data.
@simtasken87 said in Module 5 Discussion: Data Management Questions:
@1976_Fred said in Module 5 Discussion: Data Management Questions:
@Phyllo said in Module 5 Discussion: Data Management Questions:
@faithhadison said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data analysis
Hi Faith,
Data analysis is supremely important in M&E I would guess, so your wish to learn more about it is well-founded! Data analysis falls under quantitative and qualitative research, and if you have not yet taken a basic course on these subjects I would highly recommend doing so. Just learning some of the key aspects of statistics can help you to understand your quantitative data, such as descriptions of the data, central tendency and frequency, data dispersion, and even inferential methods where you may begin to generalize your data samples against larger populations! There are excellent resources out there with step-by-step examples and work flows. There are free statistical processing and analysis packages (I Use the program, R - see https://www.r-project.org/. It's FREE and don't be daunted by its massive scope - there are abundant tutorials to teach yourself whatever you need. Give it a try! For qualitative research, there are also plenty of resources online. I highly recommend the books:
- Creswell, J. & Poth, C. (2017). Qualitative Inquiry and Research Design: Choosing Among Five Approaches, Fourth Edition. London: Sage.
- Saldaña, J. (2016). The coding manual for qualitative researchers, Third Edition. London: Sage.
Data analysis can conform to your needs and sharing your concerns and challenges with your fellow philanthropists will open plenty of doors to best practices and 'how tos'. Best of success to you!!
ElizabethThe comment from Phyllo is very instructive and thank you for the reference. I just want to add my voice to say analysing your data will require that you know your logframe, your indicators and means of verification so that the collected data make sense to you. Otherwise, it will be difficult for you to analyze your data and make informed decision.
thank you so much, this information is helpful to me. i'm now able to do my M&E.
The best of my understanding, the excel spreadsheet is a powerful tool to do almost all the analysis required of you as an M&E specialist. You can begin to learn excel from https://www.tutorialspoint.com/advanced_excel/index.htm.
@FolaAletan said in Module 5 Discussion: Data Management Questions:
It will be great to know more about data verification (when participants are more than 4,000 and are located in over 50 African countries) and data analyzing tools.
Data verification can easily be done by collecting accurate metadata about your Participant Tracking Form.
@AbdulRazakSawalAlhassan said in Module 5 Discussion: Data Management Questions:
@simtasken87 said in Module 5 Discussion: Data Management Questions:
@1976_Fred said in Module 5 Discussion: Data Management Questions:
@Phyllo said in Module 5 Discussion: Data Management Questions:
@faithhadison said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data analysis
Hi Faith,
Data analysis is supremely important in M&E I would guess, so your wish to learn more about it is well-founded! Data analysis falls under quantitative and qualitative research, and if you have not yet taken a basic course on these subjects I would highly recommend doing so. Just learning some of the key aspects of statistics can help you to understand your quantitative data, such as descriptions of the data, central tendency and frequency, data dispersion, and even inferential methods where you may begin to generalize your data samples against larger populations! There are excellent resources out there with step-by-step examples and work flows. There are free statistical processing and analysis packages (I Use the program, R - see https://www.r-project.org/. It's FREE and don't be daunted by its massive scope - there are abundant tutorials to teach yourself whatever you need. Give it a try! For qualitative research, there are also plenty of resources online. I highly recommend the books:
- Creswell, J. & Poth, C. (2017). Qualitative Inquiry and Research Design: Choosing Among Five Approaches, Fourth Edition. London: Sage.
- Saldaña, J. (2016). The coding manual for qualitative researchers, Third Edition. London: Sage.
Data analysis can conform to your needs and sharing your concerns and challenges with your fellow philanthropists will open plenty of doors to best practices and 'how tos'. Best of success to you!!
ElizabethThe comment from Phyllo is very instructive and thank you for the reference. I just want to add my voice to say analysing your data will require that you know your logframe, your indicators and means of verification so that the collected data make sense to you. Otherwise, it will be difficult for you to analyze your data and make informed decision.
thank you so much, this information is helpful to me. i'm now able to do my M&E.
The best of my understanding, the excel spreadsheet is a powerful tool to do almost all the analysis required of you as an M&E specialist. You can begin to learn excel from https://www.tutorialspoint.com/advanced_excel/index.htm.
Thank you very much for sharing.
I would like to learn more about data analysis
I would like to learn more about data management
@Course_Operations said in Module 5 Discussion: Data Management Questions:
Respond to this prompt after completing the content in Module 5.
What is one M&E role, task or process that you would like to learn more about? In the discussion forum, describe one part of your data flow that you would like to learn more about.
Sample Post: I would like to learn more about…[data storage, evaluation, data quality assessment, etc.]
Respond to at least two posts. Do you have a tip or piece of advice to offer? Do you know any learning resources that will help this person? Or do you simply have the same question?
I would like to learn more on data analysis, verification and storage. I found this part of data management quite interesting & critical, cause it is at this point of data flow when data is tried & tested of its authenticity and real value for USE in making relevant & significant decisions & taking actions that would ultimately drive the project in the right direction & keep it progressing.
I would like know more about data analysis, management and data verification.
I would love to learn more about data analysis.
@Charlene_90 said in Module 5 Discussion: Data Management Questions:
@Mbukwa said in Module 5 Discussion: Data Management Questions:
I would like to learn more about it
what topic do you want to explore further (data collection, data analysis, data quality assessment etc.)?
Same here
@albionpeetja said in Module 5 Discussion: Data Management Questions:
I would like to learn more about data analysis
Same with me
Hello
I am Bushra Rana from Pakistan. I would like to learn more about how to ensure the safety of data without expensive applications.
@Anjorin said in Module 5 Discussion: Data Management Questions:
i would like to learn data analysis,data storage and data quality assessment.The whole process of data flow will help me to have a detailed report for my project
I agree. The data quality assessment is an important process during data management
I would like to know about data analysis and how to translate data for use