A probability-based web panel for the UK: What could it look like?

•Download as PPT, PDF•

1 like•48 views

A presentation on the potential design of probability-based web panel in the UK, given at the second event of the NCRM-funded network GenPopWeb.

Data & Analytics

A probability-based web
panel for the UK:
What could it look like?
University of Essex, June 2013

Why a prob-based web panel in the UK?
 More scientifically robust than opt-in panels (Yeager et al 2011)
 Cheaper than probability-based omnibus surveys using traditional modes of data collection
 More timely and flexible than existing large scale surveys
 A vehicle for methodological research that will aid transition to web on other surveys
 Opens up possibilities of collecting new types of data
 Could lead to unanticipated social scientific discoveries

Population and sample
Population of inference:
 UK general population (Eng, Wales, Scotland, N. Ireland)
 Aged 16+, or should there be an upper age limit?
 Inclusion of younger age groups would be possible
Sampling frame:
 Dependency on Postcode Address File (PAF)
 NB. Random Digit Dialling not feasible: response rates too low
Sample of households versus individuals?

Recruitment
Mode of recruitment:
 Face-to-face doorstep recruitment
 Or sequential mixed mode (postal -> f2f)?
Treatment of those without internet access:
 Do we need to include the 20% of UK hholds that are offline?
 If so, provide equipment & internet access to those without, or
tablet with app to all, or second mode (postal)?

Maintaining representativeness
Participant engagement:
 Email invites & reminders: how many, multiple modes?
 Intrinsic motivation
 Incentives: monetary, points, tailored, targeted?
Refreshment samples:
 How often?
 How long to keep panel members?
Weighting for differential non-response:
 Complex

Response Rates
How low can we go?
 Response rate at recruitment stage
 Wave response rates
 Non-response bias

Frequency of data collection:
 At least every one or two months
 Why not more often?

Technology:
 Desktop, laptop, tablet, mobile web
 Apps versus web browsers
 Should we be designing primarily for mobile?
 Complementary data collection using other real-time data
collection modes and remotely collected biomeasures &
biomarkers

Questionnaire
 Provision of questions by academics, govt researchers, others?
 Core questions: topics of interest to main sponsors
 Open question space: timeliness
 Ratio of core questions and open question space
 Mix of cross-sectional and longitudinal questions
 Questionnaire length

Financing
European model:
 European model = Grant funding, based at university
 Commercial model, e.g. Knowledge Networks
 Other model, e.g. government funded?
Investment:
 What is the right cost metric to compare to alternatives?
 What is the added value of a UK prob-based web panel?

11
For discussion
Three key issues for the UK:
 Is there a business case for a UK probability-based web panel?
 What business model would work in the UK?
 Trade-offs between cost and quality
e.g. exclusion of those without internet access

For further info
Email Gerry.Nicolaas@natcen.ac.uk
Go to the website
http://www.natcen.ac.uk/genpopweb/index.htm
Follow @GenPopWeb
Thank you

What's hot

Lockhart art analys upload

brucelockhart

Impact Narrative; Research Librarian Support Day February 8th 2016

SusanMRob

Research Support Community Day 'Research Impact' 8th February 2016

SusanMRob

Why license-Template -Short

Steve Tryba

Libraries and Technologies - Catalysts of Changes and Library Challenges : A ...

antjemays

What researchers want

Research Information Network

Monitoring and Evaluation

International Water Management Institute (IWMI)

Presented at the SoundSoftware 2012 Workshop: http://soundsoftware.ac.uk/soundsoftware2012 Sustainable and reusable software and data are becoming increasingly important in today's research environment. Methods for processing audio and music have become so complex they cannot fully be described in a research paper. Even if really useful research is being done in one research group, other researchers may find it hard to build on this research - or even to know it exists. Researchers are becoming increasingly aware of the need to publish and maintain software code alongside their results, but practical barriers often prevent this from happening. We will describe the Sound Software project, an effort to support software development practice in the UK audio and music research community. We examine some of the the barriers to software reuse, and suggest an incremental approach to overcoming some of them. Finally we make some recommendations for research groups seeking to improve their own researchers' software practice.

SoundSoftware: Software Sustainability for audio and Music Researchers

SoundSoftware ac.uk

MobileActive08 presentation: Metrics and Evaluation

Katrin Verclas

Database Trial Success Through Community Organizing MLA 2015 poster

"Katharine "JJ"" Pionke

Data collection (2020)

Dr Lilis Surienty

A researcher perspective: what they want and how to pay for it

Research Information Network

Radboud Mobile Survey Results

Willem van Valkenburg

Michael Markie talks about open reserch publishing platforms | OSFair2017 Workshop Workshop title: Open Access Models & Platforms Workshop overview: What are the emerging models of Open Access for publications? Who should be involved? How are costs distributed over the stakeholders involved? How can OA platforms innovate further to embrace Open Science? This workshop will discuss and showcase the range of models available, including their costs and organisational aspects, to discuss their relative strengths and weaknesses in different academic contexts. When: DAY 1 - PARALLEL SESSION 1 & 2

OSFair2017 Workshop | Open reserch publishing platforms: Moving beyond resear...

Open Science Fair

The $1000 Work-Up Project

INSPIRE_Network

Open science: what does success look like, and how would we know?

Jisc

Universities that don’t enjoy high demand have to worry about their admissions yield policy. While some universities have the prowess to admit as few as 5 percent of applicants, even these universities must consider admissions yield before they can set such low admissions standards. Even elite universities have to balance the books and enrollment is usually the largest portion of what pays the bills. For the thousands of universities without demand high enough to decline 90+% of applicants yearly, knowing the predictors of admissions yield are especially important.

Predictors of Admissions Yield

Israel Kloss, MBA

In-hospital QCPR Leaderboard Study

INSPIRE_Network

Serious Play: Video Game for Disaster Triage Education

INSPIRE_Network

Information Dissemination Techniques in the 21st century Era_ Paper presented...

Liah Shonhe

What's hot (20)

Lockhart art analys upload

Impact Narrative; Research Librarian Support Day February 8th 2016

Research Support Community Day 'Research Impact' 8th February 2016

Why license-Template -Short

Libraries and Technologies - Catalysts of Changes and Library Challenges : A ...

What researchers want

Monitoring and Evaluation

SoundSoftware: Software Sustainability for audio and Music Researchers

MobileActive08 presentation: Metrics and Evaluation

Database Trial Success Through Community Organizing MLA 2015 poster

Data collection (2020)

A researcher perspective: what they want and how to pay for it

Radboud Mobile Survey Results

OSFair2017 Workshop | Open reserch publishing platforms: Moving beyond resear...

The $1000 Work-Up Project

Open science: what does success look like, and how would we know?

Predictors of Admissions Yield

In-hospital QCPR Leaderboard Study

Serious Play: Video Game for Disaster Triage Education

Information Dissemination Techniques in the 21st century Era_ Paper presented...

Similar to A probability-based web panel for the UK: What could it look like?

Question 1

Ezhilarasan Elumalai

Internet Pilot Paper2

Kathryn Ashton

Using Technology for Adolescent Research

Center for Innovative Public Health Research

Online survey

Rajamani5373

Christiane Stock NHPRC 2013

Høgskolen i Sørøst-Norge (HSN)

survey techniques

Ellie Hendrick

MCJ 5532, Research Methods in Criminal Justice Administration 1 Course Learning Outcomes for Unit III Upon completion of this unit, students should be able to: 2. Evaluate the key concepts associated with multiple methods of collecting, analyzing, interpreting, and reporting defensible research results. 2.1 Evaluate the relationship between key findings of existing scholarly research in the field of criminal justice and a proposed study on a related criminal justice topic. 5. Outline the major steps in empirical research in criminal justice. 8. Analyze the phases involved with writing a criminal justice research report. Reading Assignment Chapter 5: Survey Research: Questionnaires Chapter 6: Survey Research: Interviews and Telephone Surveys Unit Lesson As we learned in previous units, there are multiple ways to collect the data. One of the most popular methods of collecting data is survey research. This widely used technique allows the researcher to collect a variety of information from study participants, regardless of whether the identity of the participants is known. Questionnaires, interviews, and telephone surveys are three primary forms of survey research. Questionnaires There are many ways to develop a questionnaire. However, there are some rules and guidelines that exist to help a researcher develop questionnaires that will properly collect the data that he or she needs to address the research questions. Most of the guidelines focus on the wording and construction of questionnaires. When developing a questionnaire, one should be aware of the question types. Wording configurations that should be avoided include biased or leading questions, double-barreled questions, questions asked objectively, assumptions regarding the respondent’s knowledge regarding issues, vague wording, collecting excessive information, and “response set” (Hagan, 2014). The organization of the questionnaire is also important. Questionnaires should normally begin with questions that focus on the study topic and how they sit with demographic type questions such as age, race/ethnicity, income, and occupation. For example, if you were interested in looking at the relationship in the number of children involved in community policing activities, then make sure the survey begins with questions that ask specifically about their level of involvement in the community and/or the extent of their interaction with police in the community. Then, end a survey by asking them questions about their family such as how many people are in their household, how many of those people are children, and what are the ages of the children in the household? The manner in which the questionnaire is administered is also important. Questionnaires can be given directly to the participant, mailed to the participant, and electronically provided to the participant (e.g., link or QSR code). Mail surveys are a very popular method of.

MCJ 5532, Research Methods in Criminal Justice Administra.docx

AASTHA76

Assignment on Research Methodology

Ridhima kad

Advantages And Disadvantages Of Internet Research Surveys Evidence From The ...

Charlie Congdon

Methods for the design

Le Van Dat

Who Controls The Demand Pull And Supply Push In E Learning

Leo Plugge

MARKET RESEARCH WEEK LESSONN PLAN 5.pptx

PreciousChanaiwa

Running head: THE ADVANTAGES AND DISADVANTAGES OF SURVEYS Unit Six Assignment Essay Nicholas George Christakis California Intercontinental University MKT 645 -2016 CT4 June 20, 2016 To: Dr. Debra McCoskey-Reisert MARKETING RESEARCH Market research is a systematic way to gather, evaluate and present it in a form that explains various facts and figures to the business. Collected information acts as a vital tool to have increments in business activities, qualitative work done and improved profits. Any company, whether small scale or large scale, can perform market research before marketing its products or services. It can also be useful when launching a new product or diversifying the business. It is useful as well when a company has to expand its business globally. It avails numerous benefits to the businesses. Among the different methods of data gathering for research purposes, many researchers due to its various advantages, strengths and benefits prefer the survey method. However, surveys also have their disadvantages and weak points that must be considered. Advantages of Marketing Surveys Market research is a scheduled method to collect, analyze and correlate beneficial data for the benefit of business to make strategic decisions. Collected information acts as a vital tool to have increments in business activities, qualitative work done and improved profits. Any company, whether small scale or large scale, can perform market research before selling its products or services. It can also be useful when launching a new product or diversifying the business. It is useful as well when a company has to expand its business globally. It avails numerous benefits to the companies. Among the different methods of data gathering for research purposes, many researchers due to its various advantages, strengths and benefits prefer the survey method. However, surveys also have their disadvantages and weak points that must be considered. Online surveys and mobile surveys tend to be the most cost-effective modes of survey research, yet they may not reach those respondents that can only respond using alternate modes. Results of online surveys and mobile surveys may suffer and differ greatly if important respondents are left out of the research. Hard-to-reach respondents may be easier to reach using more traditional methods such as paper surveys or face-to-face interviews. The self-completed postal or mail survey is a recognized form of data collection in marketing research (Dillman 1978). There are well- documented practical problems with this form of data collection: poor response rates, slow response, and manual transcription of data from a hard copy questionnaire to an appropriate statistical analysis tool. Non- response and data entry errors may result. Consequently, research into online data collection methods increased significantly during the late 1990s. This was preceded by (1) a growing number of Internet and email users, which started ...

Running head THE ADVANTAGES AND DISADVANTAGES OF SURVEYS.docx

toltonkendal

Questionnaire2002

wardah azhar

Data Collection in China

ResearchShare

Internet-based research

Vivian Tequillo

Online surveys

ResearchShare

Improving inferences from poor quality samples

The Social Research Centre

11.the questionnaire allergy among business executives in ghana

Alexander Decker

Purushoth 72 mr

sakthimanoj2

Similar to A probability-based web panel for the UK: What could it look like? (20)

Question 1

Internet Pilot Paper2

Using Technology for Adolescent Research

Online survey

Christiane Stock NHPRC 2013

survey techniques

MCJ 5532, Research Methods in Criminal Justice Administra.docx

Assignment on Research Methodology

Advantages And Disadvantages Of Internet Research Surveys Evidence From The ...

Methods for the design

Who Controls The Demand Pull And Supply Push In E Learning

MARKET RESEARCH WEEK LESSONN PLAN 5.pptx

Running head THE ADVANTAGES AND DISADVANTAGES OF SURVEYS.docx

Questionnaire2002

Data Collection in China

Internet-based research

Online surveys

Improving inferences from poor quality samples

11.the questionnaire allergy among business executives in ghana

Purushoth 72 mr

More from Gerry Nicolaas

The viability of a push-to-web survey design in 28 EU member states.

Gerry Nicolaas

A framework for understanding the process for gaining web survey respoonse us...

Gerry Nicolaas

Push-to-web’ surveys use offline contact methods to encourage people to go online and complete a web questionnaire. This design may or may not offer alternative modes of data collection but, if so, only in subsequent contact attempts among web non-respondents. In this presentation, Gerry Nicolaas & Patten Smith review the development of this methodology in the UK and elsewhere, concluding with the challenges that still need to be addressed and require further research.

Nicolaas smith nat cen-city seminar oct 2017_v4_241017

Gerry Nicolaas

Using the web to survey to survey the general population

Gerry Nicolaas

ESRC RMF2014: Understanding the causes of measurement differences by mode

Gerry Nicolaas

Concluding presentation of two ESRA sessions that explored a variety of methods for boosting web response rates when contact has to be made using traditional modes such as postal and telephone. The presentation summarises the main highlights from the papers and draws overall conclusions from the session as a whole. The presenters also provide a practical framework for maximising response to a push2web survey and identify areas for further research.

ESRA 2017 How to encourage people to go online when using a different contact...

Gerry Nicolaas

Although much is known about maximising postal survey response rates, survey clients and practitioners would benefit from a better understanding of how to maximise response for a fixed budget. Some methods are less costly than others. We present the results of a large experiment designed to test the impact of four design features on response rates and cost, using a fully-crossed factorial design: pre-notification, postcard reminder, letter design, questionnaire length. We examine costs as well as response rates which allow us to explore the extent to which omitting one or more of these features could be a false economy.

ESRA 2015 postal survey is dead, long live the postal survey

Gerry Nicolaas

Addressing the challenge of using web in cross-sectional surveys of the gener...

Gerry Nicolaas

The postal survey is dead, long live the postal survey!

Gerry Nicolaas

Push-to-web survey response

Gerry Nicolaas

More from Gerry Nicolaas (10)

The viability of a push-to-web survey design in 28 EU member states.

A framework for understanding the process for gaining web survey respoonse us...

Nicolaas smith nat cen-city seminar oct 2017_v4_241017

Using the web to survey to survey the general population

ESRC RMF2014: Understanding the causes of measurement differences by mode

ESRA 2017 How to encourage people to go online when using a different contact...

ESRA 2015 postal survey is dead, long live the postal survey

Addressing the challenge of using web in cross-sectional surveys of the gener...

The postal survey is dead, long live the postal survey!

Push-to-web survey response

Recently uploaded

Klinik_ Apotek Onlin 085657271886 Solusi Menggugurkan Masalah Kehamilan Anda Jual Obat Aborsi Asli KLINIK ABORSI TERPEECAYA _ Jual Obat Aborsi Cytotec Misoprostol Asli 100% Ampuh Hanya 3 Jam Langsung Gugur || OBAT PENGGUGUR KANDUNGAN AMPUH MANJUR OBAT ABORSI OLINE" APOTIK Jual Obat Cytotec, Gastrul, Gynecoside Asli Ampuh. JUAL ” Obat Aborsi Tuntas | Obat Aborsi Manjur | Obat Aborsi Ampuh | Obat Penggugur Janin | Obat Pencegah Kehamilan | Obat Pelancar Haid | Obat terlambat Bulan | Ciri Obat Aborsi Asli | Obat Telat Bulan | Pil Aborsi Asli | Cara Menggugurkan Konten | Cara Aborsi Tuntas | Harga Obat Aborsi Asli | Pil Aborsi | Jual Obat Aborsi Cytotec | Cara Aborsi Sendiri | Cara Aborsi Usia 1 Bulan | Cara Aborsi Usia 2 Tahun | Cara Aborsi Usia 3 Bulan | Obat Aborsi Usia 4 Bulan | Cara Abrasi Usia 5 Bulan | Cara Menggugurkan Konten | Kandungan Obat Penggugur | Cara Menghitung Usia Konten | Cara Mengatasi Terlambat Bulan | Penjual Obat Aborsi Asli | Obat Aborsi Garansi | Kandungan Obat Peluntur | Obat Telat Datang Bulan | Obat Telat Haid | Obat Aborsi Paling Murah | Klinik Jual Obat Aborsi | Jual Pil Cytotec | Apotik Jual Obat Aborsi | Kandungan Dokter Abrasi | Cara Aborsi Cepat | Jual Obat Aborsi Bergaransi | Jual Obat Cytotec Asli | Obat Aborsi Aman Manjur | Obat Misoprostol Cytotec Asli. "APA ITU ABORSI" “Aborsi Adalah dengan membendung hormon yang di perlukan untuk mempertahankan kehamilan yaitu hormon progesteron, karena hormon ini dibendung, maka jalur kehamilan mulai membuka dan leher rahim menjadi melunak,sehingga mengeluarkan darah yang merupakan tanda bahwa obat telah bekerja || maksimal 1 jam obat diminum || PENJELASAN OBAT ABORSI USIA 1 _7 BULAN Pada usia kandungan ini, pasien akan merasakan sakit yang sedikit tidak berlebihan || sekitar 1 jam ||. namun hanya akan terjadi pada saatdarah keluar merupakan pertanda menstruasi. Hal ini dikarenakan pada usiakandungan 3 bulan,janin sudah terbentuk sebesar kepalan tangan orang dewasa. Cara kerja obat aborsi : JUAL OBAT ABORSI AMPUH dosis 3 bulan secara umum sama dengan cara kerja || DOSIS OBAT ABORSI 2 bulan”, hanya berbedanya selain mengisolasijanin juga menghancurkan janin dengan formula methotrexate dikandungdidalamnya. Formula methotrexate ini sangat ampuh untuk menghancurkan janinmenjadi serpihan-serpihan kecil akan sangat berguna pada saat dikeluarkan nanti. APA ALASAN WANITA MELAKUKAN ABORSI? Aborsi di lakukan wanita hamil baik yang sudah menikah maupun belum menikah dengan berbagai alasan , akan tetapi alasan yang utama adalah alasan-alasan non medis (termasuk aborsi sendiri / di sengaja/ buatan] MELAYANI PEMESANAN OBAT ABORSI SETIAP HARI, SIAP KIRIM KESELURUH KOTA BESAR DI INDONESIA DAN LUAR NEGERI. HUBUNGI PEMESANAN LEBIH NYAMAN VIA WA/: 085657271886

Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...

ZurliaSoop

Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service Bangalore Booking Contact Details :- WhatsApp Chat :- +91-9155563397 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-9155563397 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-9155563397 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9155563397 We are available 24*7 all days of the year.

Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...

only4webmaster01

Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Chintamani Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore ...

amitlee9823

➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...

amitlee9823

Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore Booking Contact Details :- WhatsApp Chat :- +91-7737669865 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Call Girls Bommasandra Just Call 👗 7737669865 👗 Top Class Call Girl Service B...

amitlee9823

➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Escorts Service Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...

amitlee9823

Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore Booking Contact Details :- WhatsApp Chat :- +91-7737669865 2-May-2024(SMW) Call Girls In Model Towh Bangalore +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in Bangalore NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in Bangalore, Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service Bangalore NCRWelcome To Bangalore Escorts Service – An All Over New Bangalore Very Sexy Hot Call Girls Agency Service Escorts In South BangaloreNCRBangalore’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Bangalore Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...

amitlee9823

Just Call Vip call girls Mysore Escorts ☎️9352988975 Two shot with one girl (Mysore ) Booking Contact Details :- WhatsApp Chat :- +91-9352988975 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9352988975 We are available 24*7 all days of the year. Call us — 9352988975 Thank you for Visiting.

Just Call Vip call girls Mysore Escorts ☎️9352988975 Two shot with one girl (...

gajnagarg

Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl (Palakkad ) Booking Contact Details :- WhatsApp Chat :- +91-9352988975 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9352988975 We are available 24*7 all days of the year. Call us — 9352988975 Thank you for Visiting.

Just Call Vip call girls Palakkad Escorts ☎️9352988975 Two shot with one girl...

gajnagarg

Saudi Arabia [ Abortion pills) Jeddah/riaydh/dammam/+966572737505☎️] cytotec tablets uses abortion pills 💊💊 How effective is the abortion pill? 💊💊 +966572737505) "Abortion pills in Jeddah" how to get cytotec tablets in Riyadh " Abortion pills in dammam*💊💊 The abortion pill is very effective. If you’re taking mifepristone and misoprostol, it depends on how far along the pregnancy is, and how many doses of medicine you take:💊💊 +966572737505) how to buy cytotec pills At 8 weeks pregnant or less, it works about 94-98% of the time. +966572737505[ 💊💊💊 At 8-9 weeks pregnant, it works about 94-96% of the time. +966572737505) At 9-10 weeks pregnant, it works about 91-93% of the time. +966572737505)💊💊 If you take an extra dose of misoprostol, it works about 99% of the time. At 10-11 weeks pregnant, it works about 87% of the time. +966572737505) If you take an extra dose of misoprostol, it works about 98% of the time. In general, taking both mifepristone and+966572737505 misoprostol works a bit better than taking misoprostol only. +966572737505 Taking misoprostol alone works to end the+966572737505 pregnancy about 85-95% of the time — depending on how far along the+966572737505 pregnancy is and how you take the medicine. +966572737505 The abortion pill usually works, but if it doesn’t, you can take more medicine or have an in-clinic abortion. +966572737505 When can I take the abortion pill?+966572737505 In general, you can have a medication abortion up to 77 days (11 weeks)+966572737505 after the first day of your last period. If it’s been 78 days or more since the first day of your last+966572737505 period, you can have an in-clinic abortion to end your pregnancy.+966572737505 Why do people choose the abortion pill? Which kind of abortion you choose all depends on your personal+966572737505 preference and situation. With+966572737505 medication+966572737505 abortion, some people like that you don’t need to have a procedure in a doctor’s office. You can have your medication abortion on your own+966572737505 schedule, at home or in another comfortable place that you choose.+966572737505 You get to decide who you want to be with during your abortion, or you can go it alone. Because+966572737505 medication abortion is similar to a miscarriage, many people feel like it’s more “natural” and less invasive. And some+966572737505 people may not have an in-clinic abortion provider close by, so abortion pills are more available to+966572737505 them. +966572737505 Your doctor, nurse, or health center staff can help you decide which kind of abortion is best for you. +966572737505 More questions from patients: Saudi Arabia+966572737505 CYTOTEC Misoprostol Tablets. Misoprostol is a medication that can prevent stomach ulcers if you also take NSAID medications. It reduces the amount of acid in your stomach, which protects your stomach lining. The brand name of this medication is Cytotec®.+966573737505) Unwanted Kit is a combination of two medicin

Abortion pills in Jeddah | +966572737505 | Get Cytotec

Abortion pills in Riyadh +966572737505 get cytotec

Aspirational Block Program Block Syaldey District - Almora

GovindSinghDasila

Discover Why Less is More in B2B Research

michael115558

This project demonstrates a machine learning approach to detecting credit card fraud using advanced algorithms and techniques. The project utilizes a dataset containing various features such as transaction amount, merchant location, time of transaction, and others to build a predictive model. The presentation covers data preprocessing steps, feature engineering techniques, and the selection of machine learning algorithms such as logistic regression or random forest. It also discusses model evaluation metrics and the importance of fraud detection in financial institutions for safeguarding against fraudulent activities. Visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/

Detecting Credit Card Fraud: A Machine Learning Approach

Boston Institute of Analytics

Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl (kakinada ) Booking Contact Details :- WhatsApp Chat :- +91-9352988975 If you're looking for India Call girls you've come to the right place. You'll find some of the most beautiful call girls in our location with. These ladies have pleasing personalities, hot figures, and a passion for physical pleasure. Call girls in India Lucknow Many men have booked them for their erotic and soul-mixing performances, which are sure to leave you with unforgettable memories. #K09 Escort Service India is available in the city for men and women of all ages. They can satisfy your sexual needs and will make your experience even more enjoyable and memorable. Whether you're looking for a blow-job, stripping, lovemaking, or other dirty acts, you'll be able to find a match for your tastes and budget. These highly trained professionals will help you have an unforgettable night. One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —9352988975 We are available 24*7 all days of the year. Call us — 9352988975 Thank you for Visiting.

Just Call Vip call girls kakinada Escorts ☎️9352988975 Two shot with one girl...

gajnagarg

Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Call Girls In Doddaballapur Road ☎ 7737669865 🥵 Book Your One night Stand

amitlee9823

Digital advertising, or paid media, encompasses the strategic deployment of online advertisements to reach target audiences efficiently and effectively. This includes any digital platform that supports advertising to deliver unique messages for any objective. Understanding the mechanics of digital advertising platforms, along with insights into audience behaviors and preferences, allows marketers to optimize their ad spend and achieve significant engagement and conversion rates. This lecture is for Advanced Digital & Social Media Strategy (MGMTX 466.05) at UCLA Extension.

Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...

Valters Lauzums

Building Real-Time Pipelines With FLaNK Timothy Spann, Principal Developer Advocate, Streaming - Cloudera Future of Data meetup, startup grind, AI Camp The combination of Apache Flink, Apache NiFi, and Apache Kafka for building real-time data processing pipelines is extremely powerful, as demonstrated by this case study using the FLaNK-MTA project. The project leverages these technologies to process and analyze real-time data from the New York City Metropolitan Transportation Authority (MTA). FLaNK-MTA demonstrates how to efficiently collect, transform, and analyze high-volume data streams, enabling timely insights and decision-making. Apache NiFi Apache Kafka Apache Flink Apache Iceberg LLM Generative AI Slack Postgresql

DATA SUMMIT 24 Building Real-Time Pipelines With FLaNK

Timothy Spann

Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand Booking Contact Details :- WhatsApp Chat :- +91-7737669865 Call Girls In Model Towh +91-7737669865 !! Best Woman Seeking Man Call Girls Service, Escorts Service in Home Hotel in NCR 24 Hours Available Service Call Girls, Contact Us +91-7737669865 (Any Time. Any Where) Call Girls in , Noida, Gurgaon, Ghaziabad,Sexy Indian Female Escorts Service NCRWelcome To Escorts Service – An All Over New Very Sexy Hot Call Girls Agency Service Escorts In South NCR’s No. 1 High Profile Independent Female Escorts Service. We Provide Good Quality Educated Profile At #K09 Very Regnebal Price 100% Safe And Original.We Are Provide Escorts Service All OYO Hotels ,3*,4*,5* Star Hotel And Home Flat, Apartment. Guest-House. Services In -Call And Out – Call Both Are Services Available. 24Hrs. Any Time Any Where. In All Over Noida Gurgaon Ghaziabad Faridabad.More Information And Contact Profile Real Pic Visit Our Website City Wise Escorts Service Agency.Good Looking Cheap And Best Models Girls U Can Get Best Click On Link……Night Call Girls Now In Hotel Le Meridien Gurgaon Near Female Escort One Shot — 5000/in call (time 1 hour), 6000/out call Two shot with one girl — 8000/in call (time 2 hour), 10000/out call Body to body massage with sex- 8000/in call (time 1 hour) Full night Service for one person– 12000/in call, 13000/out call (shot limit 3-4 shots) Full night Service for more than 1 person — please contact Us —7737669865 We are available 24*7 all days of the year. Call us — 7737669865 Thank you for Visiting.

Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand

amitlee9823

Anomaly detection and data imputation within time series

Paris Women in Machine Learning and Data Science

Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec

Abortion pills in Riyadh +966572737505 get cytotec

Recently uploaded (20)