CONTENTS. BARC: Introduction Relative Error: Foreword Sampling and Data Collection Relative Error... 4

Size: px
Start display at page:

Download "CONTENTS. BARC: Introduction Relative Error: Foreword Sampling and Data Collection Relative Error... 4"

Transcription

1 RELATIVE ERROR

2 CONTENTS BARC: Introduction... 3 Relative Error: Foreword... 3 Sampling and Data Collection... 4 Relative Error... 4 Factors affecting Relative Error... 5 Why is relative error important?... 6 Relative Error for 22K and 33K HH Panel RE levels for genres across TC Total TV RE levels across State Group x TC Summary Appendix... 14

3 BARC: INTRODUCTION brings together the three key Broadcast Audience Research Council of India (BARC) a not for profit body with an equal representation from Indian Broadcasting Foundation (IBF), Indian Society of Advertisers (ISA) and Advertising Agencies Association of India (AAAI). Guided by the recommendations of the TRAI (Telecom Regulatory Authority of India) and MIB (Ministry of Information and Broadcasting) notifications of January 2014, BARC India Stakeholders in television audience measurement - broadcasters, advertisers, and advertising and media agencies, via their apex bodies. The stakeholders are responsible for the design, commission, supervise and own an accurate, reliable and timely television audience measurement system for India. Relative Error: Foreword There is a tendency to look at granular target groups to compute ratings. Ideally, this approach of targeting a focused audience may seem attractive but has its own caveats. The term Relative Error is simply the permissible deviation that would be encountered in any statistical sample. As R.E is primarily driven by the sample size of any Panel and the confidence level used, this can fluctuate sporadically. The R.E for a Hindi GEC would be lower than an English News channel. The audience base for a Hindi GEC would always be higher leading to meaningful insights even at granular cuts. On the contrary for an English News Channel, the same would not hold true. Looking at a wider target group over a longer time-period would yield better insights. For a channel with a low audience base, the point estimate observed for an extremely granular cut would not give the true performance of a channel. Nonetheless, any topical event shows a discernible movement in the audience which can be utilized to derive meaningful insights. For e.g. during events like Exit Polls where the News channels are sampled to a greater extent, it is possible to have a finer demographic cut with a lower R.E as compared to a regular day. Similarly, channels belonging to genres like sports with live telecast or movies with blockbuster airings would show higher consumption among audiences. At BARC India, we recommend looking at estimates that fall under an acceptable limit of R.E the estimate should not be a one-off event derived from a granular cut of demographic, which cannot be reproduced.

4 "Slicing and dicing data can be counter-productive when looking at audience data based on small sample sizes. It can give no meaningful insights neither for the content manager nor for a media planner. This is particularly true for niche channels that don t attract high viewing levels; the data have a higher margin of error. Looking at larger target groups and longer time periods makes the data more robust, and that s the way to go for mature markets - Justin Sampson, CEO, BARB UK SAMPLING AND DATA COLLECTION It is near impossible to collect TV viewing data at census level, the sample based approach taken by BARC is such that it represents the television owning population in India. The sample is rigorously selected to minimize sampling and non-sampling errors with a buffer sample over the design to reduce the impact of errors further. The collection of viewership data is an intensive process, wherein second by second information is polled from panel homes to BARC India servers via Baro-Meters placed in panel homes. The reliability and accuracy in ratings derived from TV panel carries significant importance as it is used across the ecosystem. RELATIVE ERROR The estimates published by BARC are based on a household Panel sample. A representative household sample result will be projected to the entire universe. Though BARC publishes ratings as point estimates, in reality they are interval/range estimates. The range depends on the Relative Error associated with each estimate. Relative error is invoked to prove how reliable or significant an estimate is, bearing in mind this point estimate may be have divergent views variable data is treated as reality from that point estimate. A performance of any channel is not judged based on a single point in time but as a trend. Users tend to forget that there is a high relative error riding behind these estimates. It is therefore necessary to understand the relative error in play across different data points; which is ever present albeit smaller variations are observed when we do not exceed an extreme threshold.

5 As with all TV audience measurement based on panels, the issue of size when analyzing data is an important one of which to be aware. When looking at niche channels or narrow demographics, users should recognize that data volatility and statistical error will be greater than for mass channels or broad demographics. However, such data volatility and statistical error can also occur with mass channels that may experience low viewership at certain times. It is advisable to use longer time periods when running such analyses. - Nick Burfitt, MD APAC, Kantar Media FACTORS AFFECTING RELATIVE ERROR BARC caters to over 550+ channels, where each channel can be categorized in to a genre and language. This mixture coupled with the viewing preferences of individuals which is dynamic and heterogeneous. Channels within genres strive to appeal to their target audience, some carry multiple audio feeds to reach a larger audience base. BARC is transparent in terms of publishing ratings as per the viewing panel, discrepancies or aberrations observed are incidences of actual viewing this is after the panel has been selected by a stringent process to represent the TV universe. These incidences are human behaviour which we know is idiosyncratic at times. Unexpected and unpredictable patterns emerging from a single point in time can be attributed to the very tenet of human behaviour which would never follow the same trend. Let us take a program which has an estimated average daily reach of 15%. And let us assume that Relative error associated with that program is 10% at a 90% confidence interval. This means that there is a 90% chance that the actual estimate lies between 15% ± (15%*10%) i.e. 13.5% to 16.5%.... Z = 1.64 for a 90% confidence level P Q 2 Z ቀ ቀ Relative Error = n P 1... Q = (1 - P) % of the sample NOT viewed that event P = % of the sample viewed that event (Reach%) N = Total Sample TWO FACTORS THAT AFFECT RELATIVE ERROR ARE 1. Sample Size of the TG (n) 2. Reach (P) We can see from the above Relative Error formula that: The Relative Error and Sample Size are inversely proportional to each other. i.e. If the sample size goes down then RE levels will go up and vice versa.

6 The Relative Error and Reach (%) are inversely proportional to each other. i.e. if the P value goes down then RE levels will go up and vice versa. Consider two programs of same TG with Reach 10% for Program-1 and Reach 1% for Program-2. Sample size will be same for both the programs as we are looking at the same TG for both the programs. However, the Relative errors associated with the Program-1 will be lower than Program-2 as the reach (%) for Program-1 is higher than Program-2. Now, consider two programs with same Reach (%) in two different TG s. Let us assume TG-1 sample is higher than TG-2. The Relative error associated with the Program-1 will be lower than Program-2 as the sample for TG- 1 is higher than TG-2. WHY IS RELATIVE ERROR IMPORTANT? Consider a Hindi GEC with reach of 10% at an all India level - average across 28 days has a relative error of 1%. However, the more granular cut on demographics leads to an increase in relative error. As observed below the R.E. for UP/UTK for the channel is at 4%, proceeding with a more minute cut as seen below i.e. 30 min time-band with reach at 3% average across 28 days a R.E. of 88% is observed. On the same lines, R.E for a 30-minute time-band with an all India level reach of 2% - average across 28 days has a relative error of 3%.

7 The Relative Errors associated with Rat % of a Hindi GEC All India - RE - 1 % UP/UTK - RE - 4 % UP/UTK L - RE - 7 % UP/UTK L NCCS A - RE - 10 % UP/UTK L NCCS A Male - RE - 15 % UP/UTK L NCCS A Male RE - 38 % UP/UTK L NCCS A Male 31-40: 30 Min Time - band - RE - 88 %

8 The Relative Errors associated with Rat % of a Hindi GEC program All India - RE - 3 % UP/UTK - RE - 9 % UP/UTK L - RE - 15 % UP/UTK LNCCS A - RE - 23 % UP/UTK L NCCS A Male - RE - 35 % UP/UTK L NCCS A Male RE - 88 % To exemplify the variance in R.E - another example is an English News Channel with reach of 0.6% at an all India level - average across 28 days has a relative error of 6%. However, the more granular cut on demographics leads to an increase in relative error. As observed below the R.E. for UP/UTK for the channel is at 18%, proceeding with a more minute cut as seen below i.e. 30 min time-band with reach at 0.1% average across 28 days a R.E. of 501% is observed. On the same lines, R.E for a 30-minute time-band with an all India level reach of 0.03% - average across 28 days has a relative error of 25%.

9 The Relative Errors associated with Rat % of an English News Channel All India - RE - 6 % UP/UTK - RE - 18 % UP/UTK L - RE - 25 % UP/UTK LNCCS A - RE - 31 % UP/UTK L NCCS A Male - RE - 43 % UP/UTK L NCCS A Male RE % UP/UTK L NCCS A Male 31-40: 30 Min Time - band - RE %

10 The Relative Errors associated with Rat % of an English News Program All India - RE - 25 % UP/UTK - RE - 78 % UP/UTK L - RE % UP/UTK LNCCS A - RE % UP/UTK L NCCS A Male - RE % UP/UTK L NCCS A Male RE % In Singapore we have clear guidelines in place for channels which do not have a significant viewership base in the panel and this is indicated in reports where low samples are present. Broadcasters and agencies need to be very careful when they deep dive into data for niche channels for planning purposes - Lee Risk, Commercial Director APAC, GfK

11 RELATIVE ERROR FOR 22K & 33K HH PANEL ( Total TV All India) RE - 22 K panel and 33K Panel 0.8 % 0.7 % 0.7 % 0.6 % 0.6 % 0.5 % 0.4 % 0.3 % 0.4 % 0.3 % 0.5 % 0.4 % 0.2 % 0.1 % 0.0 % All India U+R All India U All India R 22 K HH Panel 33 K HH Panel *22K Weeks=Avg. Wk19'17-Wk22'17 & 33K Weeks= Avg. Wk02'18-Wk05'18; TG- BARC 2+ Individuals Relative error from 22K HH panel to 33K HH panel for total TV has decreased by 24% at All India, 26% at All India and 19% at All India Rural. RE LEVELS FOR GENRES ACROSS TC Genres U+R Metro 10-75L Below 75L U Below 10L U Rural All India 0.3% 0.6% 0.8% 0.4% 0.5% 0.4% 0.6% Movies 0.5% 1.1% 1.3% 0.7% 0.8% 0.6% 1.0% News 0.7% 1.3% 1.9% 0.9% 1.1% 0.8% 1.3% English Movies 2.7% 4.5% 7.2% 3.8% 4.4% 2.9% 6.6% English News 3.8% 2.3% 9.5% 5.3% 6.3% 4.0% 11.1% GEC 0.40% 0.80% 1.00% 0.50% 0.60% 0.40% 0.70% Music 0.80% 1.80% 2.20% 1.10% 1.30% 0.90% 1.50% Kids 1.00% 1.90% 2.50% 1.40% 1.70% 1.10% 2.50% Sports 1.30% 2.70% 3.30% 1.80% 2.20% 1.50% 2.60% Infotainment 1.80% 3.70% 4.40% 2.40% 2.90% 2.00% 4.10% EEC 5.40% 11.40% 13.30% 7.00% 8.20% 5.90% 12.70% *BARC 2+ Individuals - Wk02'18-Wk05'18 Low RE High RE The R.E associated with the genres give an indicator to the variance expected. Genres can show a dramatic shift in their R. E`s in case of topical events being telecast.

12 TOTAL TV RE LEVELS ACROSS STATE GROUP X TC Region U+R Metro 10-75L Below 75L U Below 10L U Rural All India 0.3% 0.6% 0.8% 0.4% 0.5% 0.4% 0.6% PB/HR/CH/HP/JK 1.5% % 2.5% UP/UTK 1.1% - 2.6% - 1.7% - 1.9% Rajasthan 1.6% % 2.6% DELHI 1.3% 1.3% North East / Sikkim 2.1% % 3.4% Orissa 1.8% % 2.9% West Bengal 1.1% 1.7% - 1.7% % GUJ/DNH 1.2% - 1.7% - 2.2% - 2.9% MH/GOA 0.8% 1.4% 2.1% - 1.3% - 1.6% Andhra Pradesh 0.9% 1.7% - 1.3% % Karnataka 1.0% 1.7% % - 1.7% Kerala 1.6% - 2.6% - 3.2% - 2.9% TN/Pondicherry 0.9% 1.8% - 1.3% % Bihar & Jharkhand 1.5% % 2.5% MP & Chhattisgarh 1.2% - 2.1% - 1.8% - 2.2% *BARC 2+ Individuals - Wk02'18-Wk05'18; Non-reporting High RE and Noncuts have been excluded. Low RE sampled The Relative Error at All India for Total TV ratings is 0.3%. The Relative Error at State Group level for Total TV varies between 0.8% to 2.1% The Relative Errors for Total TV at each of the six metros varies between 1.3% to 1.8% One should not treat Niche channels or genres in the same manner as mass channels/genres. Considering the relative error is increasing with smaller audience rates but is decreasing when cumulated by named days over larger periods, it is advisable to calculate audience ratings for Niche channels/genres cumulated by named days on a 4 week or more data set. - Gwilherm NICOLAS, M.D. Metricline Business Unit, Médiamétrie

13 SUMMARY The decrease in RE observed is due to BARC panel expansion driven by the increase in sample size. There are smaller genres showing a higher variance in RE due to lower incidence of viewing. The increase in RE is substantial if we dissect and look at finer cuts in demographics each cut increasing the magnitude significantly. A demographic cut with a high RE does not indicate the true performance of any channel, a longitudinal trend would be a better indicator. The audience sampling a channel has a bearing on its RE. BARC has striven to increase its panel to have a more robust base. This expansion would in turn lead to a more accurate and true portrayal of a channel. Also, the niche channels would have a higher probability of being sampled. More Reading Materials: afer_and_zhang)/06%3a_sampling_distributions/6.3%3a_the_sample_proportio n

14 APPENDIX VI. 1 GEC GENRE ACROSS INDIAN LANGUAGE: RE LEVELS ACROSS SG x TC Region U+R Metro 10-75L Below 75L Below 10L Rural PB/HR/CH/HP/JK 1.9% % 3.1% UP/UTK 1.4% - 3.2% - 2.0% - 2.3% Rajasthan 2.0% % 3.2% DELHI 1.7% 1.7% North East / Sikkim 3.0% % 4.9% Orissa 2.3% % 3.6% West Bengal 1.3% 2.1% - 2.1% % GUJ/DNH 1.6% - 2.2% - 2.9% - 3.7% MH/GOA 0.9% 1.7% 2.6% - 1.6% - 2.0% Andhra Pradesh 1.0% 2.0% - 1.5% % Karnataka 1.1% 2.0% % - 1.9% Kerala 1.9% - 2.9% - 3.6% - 3.2% Tamilnadu/Pondicherry 1.0% 2.0% - 1.4% % Bihar & Jharkhand 1.9% % 3.0% MP & Chhattisgarh 1.4% - 2.6% - 2.3% - 2.6% All India 0.4% 0.8% 1.0% 0.5% 0.6% 0.4% 0.7% VI. 2 MOVIES GENRE ACROSS INDIAN LANGUAGES: RE LEVELS ACROSS SG X TC Region U+R Metro 10-75L PB/HR/CH/HP/JK UP/UTK Rajasthan DELHI Below 75L Below 10L Rural 2.3% % 3.7% 1.7% - 3.9% - 2.5% - 2.7% 2.5% % 4.1% 2.1% 2.1% North East / Sikkim 4.1% % 6.7% Orissa West Bengal GUJ/DNH MH/GOA Andhra Pradesh Karnataka Kerala Tamilnadu/Pondicherry 3.1% % 5.0% 1.8% 2.3% - 2.9% % 1.9% - 2.7% - 3.4% - 4.3% 1.2% 2.4% 3.4% - 2.0% - 2.4% 1.6% 2.9% - 2.4% % 1.9% 3.6% % - 3.2% 2.9% - 4.3% - 5.7% - 5.2% 1.7% 3.3% - 2.6% %

15 Bihar & Jharkhand 2.3% % 3.6% MP & Chhattisgarh 1.7% - 3.2% - 2.8% - 3.0% All India 0.5% 1.1% 1.3% 0.7% 0.8% 0.6% 1.0% VI. 3 NEWS GENRE ACROSS INDIAN LANGUAGES: RE LEVELS ACROSS SG X TC Region U+R Metro 10-75L Below 75L Below 10L Rural PB/HR/CH/HP/JK 3.0% % 4.7% UP/UTK 2.3% - 5.4% - 3.3% - 3.9% Rajasthan 3.6% % 5.5% DELHI 2.7% 2.7% North East / Sikkim 4.2% % 7.3% Orissa 3.8% % 6.8% West Bengal 2.6% 4.0% - 4.3% % GUJ/DNH 3.0% - 4.4% - 5.5% - 6.5% MH/GOA 1.9% 3.2% 5.3% - 3.3% - 4.2% Andhra Pradesh 1.8% 3.2% - 2.6% % Karnataka 2.0% 3.1% % - 3.5% Kerala 3.5% - 5.5% - 6.6% - 6.2% Tamilnadu/Pondicherry 1.8% 3.4% - 2.7% % Bihar & Jharkhand 3.3% % 5.8% MP & Chhattisgarh 2.8% - 5.3% - 4.4% - 5.0% All India 0.7% 1.3% 1.9% 0.9% 1.1% 0.8% 1.3% VI. 4 MUSIC GENRE: RE LEVELS ACROSS STATE GROUP X TC Region U+R Metro 10-75L Below 75L Below 10L Rural PB/HR/CH/HP/JK 3.5% % 6.0% UP/UTK 2.7% - 6.7% - 4.1% - 4.3%

16 Rajasthan 4.2% % 6.8% DELHI 3.7% 3.7% North East / Sikkim 7.4% % 12.7% Orissa 4.7% % 7.4% West Bengal 3.4% 5.4% - 5.4% % GUJ/DNH 3.5% - 5.1% - 6.1% - 7.5% MH/GOA 2.0% 4.1% 5.4% - 3.2% - 4.2% Andhra Pradesh 2.4% 4.8% - 3.5% % Karnataka 2.4% 4.1% % - 4.1% Kerala 4.5% - 6.9% - 8.8% - 8.0% Tamilnadu/Pondicherry 2.1% 3.6% - 3.2% % Bihar & Jharkhand 4.1% % 6.7% MP & Chhattisgarh 3.0% - 5.6% - 4.7% - 5.2% All India 0.8% 1.8% 2.2% 1.1% 1.3% 0.9% 1.5% VI. 5 KIDS GENRE: RE LEVELS ACROSS STATE GROUP X TC Region U+R Metro 10-75L Below 75L Below 10L Rural PB/HR/CH/HP/JK 4.5% % 9.5% UP/UTK 4.5% - 7.8% - 5.8% % Rajasthan 6.3% % 22.7% DELHI 3.5% 3.5% North East / Sikkim 5.3% % 8.4% Orissa 6.0% % 12.9% West Bengal 3.4% 5.3% - 5.2% % GUJ/DNH 3.7% - 5.1% - 6.7% - 9.7% MH/GOA 2.5% 3.9% 6.7% - 4.5% - 7.1% Andhra Pradesh 3.6% 6.3% - 5.3% % Karnataka 3.5% 5.7% % - 6.5% Kerala 6.5% % % % Tamilnadu/Pondicherry 3.2% 5.5% - 5.1% % Bihar & Jharkhand 5.7% % 14.6% MP & Chhattisgarh 4.1% - 5.8% - 6.0% % All India 1.0% 1.9% 2.5% 1.4% 1.7% 1.1% 2.5%

17 VI. 6 SPORTS GENRE: RE LEVELS ACROSS STATE GROUP X TC Region U+R Metro 10-75L Below 75L Below 10L Rural PB/HR/CH/HP/JK 6.0% % 10.7% UP/UTK 4.6% - 9.7% - 7.1% - 7.6% Rajasthan 6.5% % 10.8% DELHI 5.6% 5.6% North East / Sikkim 7.4% % 12.1% Orissa 7.9% % 14.2% West Bengal 4.7% 7.1% - 7.2% % GUJ/DNH 5.0% - 7.3% - 9.0% % MH/GOA 3.2% 5.4% 9.5% - 5.7% - 6.6% Andhra Pradesh 4.7% 6.6% - 7.9% % Karnataka 4.3% 7.4% % - 8.9% Kerala 7.3% % % % Tamilnadu/Pondicherry 4.2% 8.8% - 6.1% % Bihar & Jharkhand 6.6% % 12.1% MP & Chhattisgarh 4.7% - 8.3% - 7.6% - 8.5% All India 1.3% 2.7% 3.3% 1.8% 2.2% 1.5% 2.6% VI. 7 INFOTAINMENT GENRE: RE LEVELS ACROSS STATE GROUP X TC Region U+R Metro 10-75L Below 75L Below 10L Rural PB/HR/CH/HP/JK 8.2% % 15.1% UP/UTK 7.5% % % % Rajasthan 9.9% % 19.3% DELHI 7.0% 7.0% North East / Sikkim 9.3% % 15.7% Orissa 11.2% % 22.9% West Bengal 6.3% 9.4% % % GUJ/DNH 6.7% - 9.8% % % MH/GOA 4.3% 7.1% 10.8% - 7.6% %

18 Andhra Pradesh 6.8% 13.5% - 9.6% % Karnataka 7.4% 11.7% % % Kerala 13.3% % % % TN/Pondicherry 5.0% 10.0% - 6.8% % Bihar & Jharkhand 11.4% % 24.6% MP & Chhattisgarh 6.7% % % % All India 1.8% 3.7% 4.4% 2.4% 2.9% 2.0% 4.1% VI. 8 EEC GENRE: RE LEVELS ACROSS STATE GROUP X TC Region U+R Metro 10-75L Below 75L Below 10L Rural PB/HR/CH/HP/JK 24% % 47% UP/UTK 20% - 36% - 26% - 73% Rajasthan 34% % 189% DELHI 23% 23% North East / Sikkim 20% % 33% Orissa 38% % 83% West Bengal 21% 39% - 29% % GUJ/DNH 20% - 32% - 30% - 46% MH/GOA 13% 22% 37% - 22% - 34% Andhra Pradesh 19% 36% - 27% % Karnataka 17% 39% % - 32% Kerala 24% - 37% - 46% - 43% Tamilnadu/Pondicherry 17% 25% - 29% % Bihar & Jharkhand 37% % 119% MP & Chhattisgarh 22% - 31% - 34% - 129% All India 5.4% 11.4% 13.3% 7.0% 8.2% 5.9% 12.7% VI. 9 ENGLISH MOVIES GENRE: RE LEVELS ACROSS STATE GROUP X TC Region U+R Metro 10-75L Below 75L Below 10L Rural

19 PB/HR/CH/HP/JK 18% % 36% UP/UTK 15% - 23% - 21% - 63% Rajasthan 23% % 92% DELHI 14% 14% North East / Sikkim 11% % 19% Orissa 19% % 42% West Bengal 9% 13% - 16% % GUJ/DNH 13% - 20% - 22% - 30% MH/GOA 7% 10% 23% - 14% - 22% Andhra Pradesh 8% 13% - 11% % Karnataka 7% 11% % - 17% Kerala 11% - 16% - 22% - 21% Tamilnadu/Pondicherry 6% 8% - 9% % Bihar & Jharkhand 22% % 76% MP & Chhattisgarh 14% - 20% - 21% - 66% All India 2.7% 4.5% 7.2% 3.8% 4.4% 2.9% 6.6% VI. 10 ENGLISH NEWS GENRE: RE LEVELS ACROSS STATE GROUP X TC Region U+R Metro 10-75L Below 75L Below 10L Rural PB/HR/CH/HP/JK 17% % 35% UP/UTK 16% - 22% - 24% - 113% Rajasthan 22% % 104% DELHI 14% 14% North East / Sikkim 24% % 41% Orissa 36% % 113% West Bengal 10% 16% - 13% % GUJ/DNH 23% - 32% - 40% - 61% MH/GOA 11% 15% 32% - 26% - 36% Andhra Pradesh 22% 35% - 32% % Karnataka 9% 12% % - 23% Kerala 22% - 25% - 63% - 55% Tamilnadu/Pondicherry 11% 15% - 17% % Bihar & Jharkhand 20% % 57% MP & Chhattisgarh 17% - 22% - 26% - 135% All India 3.8% 2.3% 9.5% 5.3% 6.3% 4.0% 11.1%

20

Poverty in the United Way Service Area

Poverty in the United Way Service Area Poverty in the United Way Service Area Year 2 Update 2012 The Institute for Urban Policy Research At The University of Texas at Dallas Poverty in the United Way Service Area Year 2 Update 2012 Introduction

More information

Nonetheless, sponsorship makes up 70 to 85 per cent of esports team revenues, according to Maurer.

Nonetheless, sponsorship makes up 70 to 85 per cent of esports team revenues, according to Maurer. Sponsorship plays a particularly important role in esports, as generating revenue from media rights in the sport remains in its infancy. With player wages rising and with ambitions to expand, the introduction

More information

GEOGRAPHY (CODE-029) Map Practice and Skilled Based Questions

GEOGRAPHY (CODE-029) Map Practice and Skilled Based Questions Downloaded from Map Practice and Skilled Based Questions 1. In the given political outline map of India, locate and label the following with appropriate symbols : Ans. (i) The State having smallest area.

More information

TEXTUAL PRESENTATION OF DATA

TEXTUAL PRESENTATION OF DATA Presentation of Data Studying this chapter should enable you to: present data using tables; represent data using appropriate diagrams. 1. INTRODUCTION You have already learnt in previous chapters how data

More information

Assessment of Completeness of Birth Registrations (5+) by Sample Registration System (SRS) of India and Major States

Assessment of Completeness of Birth Registrations (5+) by Sample Registration System (SRS) of India and Major States Demography India (2015) ISSN: 0970-454X Vol.44, Issue: 1&2, pp: 111-118 Research Article Assessment of Completeness of Birth Registrations (5+) by Sample Registration System (SRS) of India and Major States

More information

Financial Literacy Role of Partnerships

Financial Literacy Role of Partnerships Financial Literacy Role of Partnerships Alok Prasad Country Director, Citi Microfinance RBI-OECD Workshop on Financial Literacy March 22, 2010 A Century of Commitment to India Citi provides a fully comprehensive

More information

PUBLISHED IN DECEMBER 2017 BY THE BROADCASTING AUTHORITY 7, MILE END ROAD, ĦAMRUN HMR1719, MALTA TEL:

PUBLISHED IN DECEMBER 2017 BY THE BROADCASTING AUTHORITY 7, MILE END ROAD, ĦAMRUN HMR1719, MALTA TEL: RADIO AND TELEVISION AUDIENCE ASSESSMENT OCTOBER 2017 PUBLISHED IN DECEMBER 2017 BY THE BROADCASTING AUTHORITY 7, MILE END ROAD, ĦAMRUN HMR1719, MALTA TEL: +356 2201 6000 E-MAIL: info.ba@ba.org.mt WEB:

More information

Divergence between the value of 2G and 3G spectrum in India 1

Divergence between the value of 2G and 3G spectrum in India 1 Divergence between the value of 2G and 3G spectrum in India 1 Rohit Prasad, Rajat Kathuria, D. Manjunath India follows a unique method of spectrum allocation and pricing ( Prasad Sridhar 2009, 2011). Each

More information

Balancing Bandwidth and Bytes: Managing storage and transmission across a datacast network

Balancing Bandwidth and Bytes: Managing storage and transmission across a datacast network Balancing Bandwidth and Bytes: Managing storage and transmission across a datacast network Pete Ludé iblast, Inc. Dan Radke HD+ Associates 1. Introduction The conversion of the nation s broadcast television

More information

I believe that complete digital switchover is unlikely to ever happen to UK radio. This is due to a combination of factors:

I believe that complete digital switchover is unlikely to ever happen to UK radio. This is due to a combination of factors: Ralph Publicover Select Committee on Communications House of Lords London SW1A 0PW re: digital switchover of radio Dear Mr Publicover I am pleased to offer evidence as an individual on the issue of digital

More information

ABORIGINAL CANADIANS AND THEIR SUPPORT FOR THE MINING INDUSTRY: THE REALITY, CHALLENGES AND SOLUTIONS

ABORIGINAL CANADIANS AND THEIR SUPPORT FOR THE MINING INDUSTRY: THE REALITY, CHALLENGES AND SOLUTIONS November 17, 2014 ABORIGINAL CANADIANS AND THEIR SUPPORT FOR THE MINING INDUSTRY: THE REALITY, CHALLENGES AND SOLUTIONS 1 PREPARE TO BE NOTICED ABORIGINAL CANADIANS AND THEIR SUPPORT FOR THE MINING INDUSTRY:

More information

Presentation of Data CHAPTER 2. TEXTUAL PRESENTATION OF DATA 1. INTRODUCTION

Presentation of Data CHAPTER 2. TEXTUAL PRESENTATION OF DATA 1. INTRODUCTION CHAPTER Presentation of Data Studying this chapter should enable you to: present data using tables; represent data using appropriate diagrams. 1. INTRODUCTION You have already learnt in previous chapters

More information

Some Indicators of Sample Representativeness and Attrition Bias for BHPS and Understanding Society

Some Indicators of Sample Representativeness and Attrition Bias for BHPS and Understanding Society Working Paper Series No. 2018-01 Some Indicators of Sample Representativeness and Attrition Bias for and Peter Lynn & Magda Borkowska Institute for Social and Economic Research, University of Essex Some

More information

GCE Media Studies. Mark Scheme for June Unit G325: Critical Perspectives in Media. Advanced GCE. Oxford Cambridge and RSA Examinations

GCE Media Studies. Mark Scheme for June Unit G325: Critical Perspectives in Media. Advanced GCE. Oxford Cambridge and RSA Examinations GCE Media Studies Unit G325: Critical Perspectives in Media Advanced GCE Mark Scheme for June 2014 Oxford Cambridge and RSA Examinations OCR (Oxford Cambridge and RSA) is a leading UK awarding body, providing

More information

BIG DATA & ANALYTICS IN NETWORKED BUSINESS. Anindya Ghose

BIG DATA & ANALYTICS IN NETWORKED BUSINESS. Anindya Ghose BIG DATA & ANALYTICS IN NETWORKED BUSINESS TOWARD A DIGITAL ATTRIBUTION MODEL: MEASURING THE IMPACT OF DISPLAY ADVERTISING ON ONLINE CONSUMER BEHAVIOR Anindya Ghose Department of Information, Operations,

More information

Botswana - Botswana AIDS Impact Survey III 2008

Botswana - Botswana AIDS Impact Survey III 2008 Statistics Botswana Data Catalogue Botswana - Botswana AIDS Impact Survey III 2008 Statistics Botswana - Ministry of Finance and Development Planning, National AIDS Coordinating Agency (NACA) Report generated

More information

Report 2017 UK GENDER PAY GAP UK GENDER PAY GAP REPORT

Report 2017 UK GENDER PAY GAP UK GENDER PAY GAP REPORT Report 2017 UK GENDER PAY GAP UK GENDER PAY GAP REPORT 2017 1 INTRODUCTION DEE SAWYER Head of Human Resources At T. Rowe Price we are committed to diversity and inclusion. It is an integral part of our

More information

Sampling Terminology. all possible entities (known or unknown) of a group being studied. MKT 450. MARKETING TOOLS Buyer Behavior and Market Analysis

Sampling Terminology. all possible entities (known or unknown) of a group being studied. MKT 450. MARKETING TOOLS Buyer Behavior and Market Analysis Sampling Terminology MARKETING TOOLS Buyer Behavior and Market Analysis Population all possible entities (known or unknown) of a group being studied. Sampling Procedures Census study containing data from

More information

Broadcasting Decision CRTC

Broadcasting Decision CRTC Broadcasting Decision CRTC 2008-116 Ottawa, 30 May 2008 Various applicants Chilliwack, British Columbia Public Hearing at Vancouver, British Columbia 25 February 2008 Licensing of a new radio station to

More information

UNIT 14 DIAGRAMMATIC PRESENTATION OF DATA

UNIT 14 DIAGRAMMATIC PRESENTATION OF DATA UNIT 14 DIAGRAMMATIC PRESENTATION OF DATA Structure 14.1 Introduction Objectives 14.2 Diagrammatic Presentation 14.3 One Dimensional or Bar Diagrams 14.4 Two Dimensional Diagrams 14.5 Pie Diagrams 14.6

More information

Carriage: Carriage can be accessed by clients in the TRAC Website or by a custom

Carriage: Carriage can be accessed by clients in the TRAC Website or by a custom aypart Diary Measure DMA LPM Metro NSI Carriage Coverage LPM Metro NSI Carriage Coverage HUTs PUTs Cume Ratin riage Coverage HUTs PUTs Cume Ratings GRPs Shares Dayp PUTs Cume Ratings GRPs Shares Daypart

More information

GCE Media Studies. Mark Scheme for June Unit G325: Critical Perspectives in Media. Advanced GCE. Oxford Cambridge and RSA Examinations

GCE Media Studies. Mark Scheme for June Unit G325: Critical Perspectives in Media. Advanced GCE. Oxford Cambridge and RSA Examinations GCE Media Studies Unit G325: Critical Perspectives in Media Advanced GCE Mark Scheme for June 2017 Oxford Cambridge and RSA Examinations OCR (Oxford Cambridge and RSA) is a leading UK awarding body, providing

More information

Estimation of the number of Welsh speakers in England

Estimation of the number of Welsh speakers in England Estimation of the number of ers in England Introduction The number of ers in England is a topic of interest as they must represent the major part of the -ing diaspora. Their numbers have been the matter

More information

Strategic Assessment of Worldwide esports Market Forecast Till 2021

Strategic Assessment of Worldwide esports Market Forecast Till 2021 Report Information More information from: https://www.wiseguyreports.com/reports/402152-strategic-assessment-of-worldwide-esports-marketforecast-till-2021 Strategic Assessment of Worldwide esports Market

More information

TELEVISION AND RADIO AUDIENCE ASSESSMENT JULY 2018

TELEVISION AND RADIO AUDIENCE ASSESSMENT JULY 2018 TELEVISION AND RADIO AUDIENCE ASSESSMENT JULY 2018 MARIO AXIAK B.A. HONS.(MANAGEMENT), M.B.A. (MAASTRICHT) HEAD RESEARCH & COMMUNICATIONS BROADCASTING AUTHORITY 7 MILE END ROAD HAMRUN HMR 1719 SEPTEMBER

More information

Pattern of Inter-State Digital Divide in India

Pattern of Inter-State Digital Divide in India Economic Affairs 2014, 59(3) : 379-388 New Delhi Publishers RESEARCH PAPER 59(3): 2014: DOI 10.5958/0976-4666.2014.00006.0 Pattern of Inter-State Digital Divide in India Kawaljeet Kaur * and Neena Punjab

More information

GOVERNMENT OF INDIA MINISTRY OF CONSUMER AFFAIRS, FOOD AND PUBLIC DISTRIBUTION (DEPARTMENT OF CONSUMER AFFAIRS) NATIONAL CONFERENCE ON

GOVERNMENT OF INDIA MINISTRY OF CONSUMER AFFAIRS, FOOD AND PUBLIC DISTRIBUTION (DEPARTMENT OF CONSUMER AFFAIRS) NATIONAL CONFERENCE ON 1 If yj()q XU,1.(!_ -7i GOVERNMENT OF INDIA MINISTRY OF CONSUMER AFFAIRS, FOOD AND PUBLIC DISTRIBUTION (DEPARTMENT OF CONSUMER AFFAIRS) NATIONAL CONFERENCE ON EFFECTIVE FUNCTIONING OF CONSUMER FORA Venue:

More information

PUBLIC SERVICE STATEMENT 2010

PUBLIC SERVICE STATEMENT 2010 PUBLIC SERVICE STATEMENT 2010 character planning trust character planning trust Broadcasting Act 2009 The Broadcasting Act 2009 (the Act) introduced three new reporting requirements on RTÉ, they are as

More information

Determining Dimensional Capabilities From Short-Run Sample Casting Inspection

Determining Dimensional Capabilities From Short-Run Sample Casting Inspection Determining Dimensional Capabilities From Short-Run Sample Casting Inspection A.A. Karve M.J. Chandra R.C. Voigt Pennsylvania State University University Park, Pennsylvania ABSTRACT A method for determining

More information

Influence of Literacy on India s Tendency for Age Misreporting: Evidence from Census 2011

Influence of Literacy on India s Tendency for Age Misreporting: Evidence from Census 2011 Journal of Population and Social Studies, Volume 23 Number 1 January 2015 : 47-56 DOI 10.14456/jpss.2015.1 Influence of Literacy on India s Tendency for Age Misreporting: Evidence from Census 2011 Gopal

More information

Methods for Assessor Screening

Methods for Assessor Screening Report ITU-R BS.2300-0 (04/2014) Methods for Assessor Screening BS Series Broadcasting service (sound) ii Rep. ITU-R BS.2300-0 Foreword The role of the Radiocommunication Sector is to ensure the rational,

More information

RADIO: MEASURING THE MEDIA STAR OF AFRICA

RADIO: MEASURING THE MEDIA STAR OF AFRICA RADIO: MEASURING THE MEDIA STAR OF AFRICA Molemo Moahloli PAMRO Conference 1 Agenda 1 2 3 4 Why Radio? Why RAM? How to measure Radio? RAM in cross-media context GfK. Growth from Knowledge 2 Why Radio?

More information

The PPM DNA of America s High Performance Radio Stations

The PPM DNA of America s High Performance Radio Stations The PPM DNA of America s Radio Stations September 2009 COLEMAN INSIGHTS P.O. Box 13829 Research Triangle Park, North Carolina 27709 (919) 571-0000 www.colemaninsights.com For more information, contact

More information

GAMING POLICY FRAMEWORK

GAMING POLICY FRAMEWORK GAMING POLICY FRAMEWORK Legislative Authority The Minister of Gaming is responsible for the Alberta Gaming and Liquor Commission and its Board. The Commission is governed by the Criminal Code (Canada),

More information

Analysis on Digital Radio Service Deployment in Thailand TIME Consulting, 13 December 2017

Analysis on Digital Radio Service Deployment in Thailand TIME Consulting, 13 December 2017 Analysis on Digital Radio Service Deployment in Thailand TIME Consulting, 13 December 2017 Contents 1 Radio Development Plan and Digital Switch Over 2 Regulatory Impact Assessment 2 About 46% of population

More information

3 Radio and audio content Recent developments in Scotland

3 Radio and audio content Recent developments in Scotland 3 Radio and audio content 3 3.1 Recent developments in Commercial radio In November 211 Ofcom approved Global Radio Holdings Ltd s request to change Capital FM s format requirements to "a rhythmic-based

More information

CHAPTER 3 DEVELOPMENT OF DISTRIBUTION SIMULATION PACKAGE FOR LOAD ANALYSIS OF LV NETWORK

CHAPTER 3 DEVELOPMENT OF DISTRIBUTION SIMULATION PACKAGE FOR LOAD ANALYSIS OF LV NETWORK 78 CHAPTER 3 DEVELOPMENT OF DISTRIBUTION SIMULATION PACKAGE FOR LOAD ANALYSIS OF LV NETWORK 3.1 INTRODUCTION Distribution loads vary in response to temperature, time of the day, day of the week and other

More information

Identifying inter-censal drift between 1991 and 2007 in population estimates for England and Wales

Identifying inter-censal drift between 1991 and 2007 in population estimates for England and Wales Identifying inter-censal drift between 1991 and 2007 in population estimates for England and Wales Sofie De Broe, Nicola Tromans, Steve Smallwood, Julie Jefferies Note: this paper is work in progress and

More information

Theoretical loss and gambling intensity: a simulation study

Theoretical loss and gambling intensity: a simulation study Published as: Auer, M., Schneeberger, A. & Griffiths, M.D. (2012). Theoretical loss and gambling intensity: A simulation study. Gaming Law Review and Economics, 16, 269-273. Theoretical loss and gambling

More information

The Communications Market: Digital Radio Report. Ofcom s eighth annual digital progress report

The Communications Market: Digital Radio Report. Ofcom s eighth annual digital progress report The Communications Market: Digital Radio Report Ofcom s eighth annual digital progress report Research document: Publication Date: 30 November 2017 About this document This report is Ofcom s eighth annual

More information

The 2006 Minnesota Internet Study Broadband enters the mainstream

The 2006 Minnesota Internet Study Broadband enters the mainstream CENTER for RURAL POLICY and DEVELOPMENT April 2007 The 2006 Minnesota Study enters the mainstream A PDF of this report can be downloaded from the Center s web site at www.ruralmn.org. 2007 Center for Policy

More information

BBC Radio nan Gàidheal

BBC Radio nan Gàidheal BBC Radio nan Gàidheal Part l: Key characteristics of the service 1. Remit The remit of BBC Radio nan Gàidheal is to deliver a comprehensive speech and music service for Gaelic speakers covering a wide

More information

BBC Audience Information. Data Tables (document 1)

BBC Audience Information. Data Tables (document 1) BBC Audience Information Data Tables (document 1) July September 2014 Introduction The audience information data tables are published to show how the BBC and its services perform in terms of Quality (to

More information

Audience Measurement Services of Canada s Radio and Television Industries Meter Methodology

Audience Measurement Services of Canada s Radio and Television Industries Meter Methodology Audience Measurement Services of Canada s Radio and Television Industries Meter Methodology File # 17-0096 An Advance Contract Award Notice (ACAN) allows departments and agencies to post a notice, for

More information

on leading. August days: period of 15 TV/ FM. Channel. time band on 5,7,9,11,13,15,

on leading. August days: period of 15 TV/ FM. Channel. time band on 5,7,9,11,13,15, Brand Building CS Spots on Leading Television Channels and FM Radio With a view to creating Media Visibility for the CS Course & Profession, the Institute of Company Secretaries of India (ICSI) will telecast

More information

Namibia - Demographic and Health Survey

Namibia - Demographic and Health Survey Microdata Library Namibia - Demographic and Health Survey 2006-2007 Ministry of Health and Social Services (MoHSS) Report generated on: June 16, 2017 Visit our data catalog at: http://microdata.worldbank.org

More information

Census Response Rate, 1970 to 1990, and Projected Response Rate in 2000

Census Response Rate, 1970 to 1990, and Projected Response Rate in 2000 Figure 1.1 Census Response Rate, 1970 to 1990, and Projected Response Rate in 2000 80% 78 75% 75 Response Rate 70% 65% 65 2000 Projected 60% 61 0% 1970 1980 Census Year 1990 2000 Source: U.S. Census Bureau

More information

Media Literacy Expert Group Draft 2006

Media Literacy Expert Group Draft 2006 Page - 2 Media Literacy Expert Group Draft 2006 INTRODUCTION The media are a very powerful economic and social force. The media sector is also an accessible instrument for European citizens to better understand

More information

REFLECTION OF INDIAN WOMEN IN ENTREPRENURIAL WORLD: A CASE STUDY OF CHANDIGARH

REFLECTION OF INDIAN WOMEN IN ENTREPRENURIAL WORLD: A CASE STUDY OF CHANDIGARH REFLECTION OF INDIAN WOMEN IN ENTREPRENURIAL WORLD: A CASE STUDY OF CHANDIGARH Mahima Suden 1, Garima Singh 2 1,2 Assistant Professor, Department of Commerce, DAV College Sector, Chandigarh (India) ABSTRACT

More information

Eugene Area Radio Stations 501(c)(6) Non-Profit Trade Association. AM/FM radio: The Centerpiece of American Audio

Eugene Area Radio Stations 501(c)(6) Non-Profit Trade Association. AM/FM radio: The Centerpiece of American Audio Eugene Area Radio Stations 501(c)(6) Non-Profit Trade Association AM/FM radio: The Centerpiece of American Audio Featuring data from Edison s Share of Ear Q4 2016 EARS Members Every Radio Station in Eugene-Springfield-

More information

GRINS: An Automation System Designed for Community Radios

GRINS: An Automation System Designed for Community Radios GRINS: An Automation System Designed for Community Radios J U N E 2013 V O I C E O F T H E V I L L AG E g o o n j : s o c i a l m e d i a f o r Mobile Vaani: Technology. Media. Development GRINS is a unique

More information

BBC Audience Information. Data Tables (document 1)

BBC Audience Information. Data Tables (document 1) BBC Audience Information Data Tables (document 1) January - March 2013 Introduction The audience information data tables are published to show how the BBC and its services perform in terms of Quality (to

More information

Zambia - Demographic and Health Survey 2007

Zambia - Demographic and Health Survey 2007 Microdata Library Zambia - Demographic and Health Survey 2007 Central Statistical Office (CSO) Report generated on: June 16, 2017 Visit our data catalog at: http://microdata.worldbank.org 1 2 Sampling

More information

Australian Census 2016 and Privacy Impact Assessment (PIA)

Australian Census 2016 and Privacy Impact Assessment (PIA) http://www.privacy.org.au Secretary@privacy.org.au http://www.privacy.org.au/about/contacts.html 12 February 2016 Mr David Kalisch Australian Statistician Australian Bureau of Statistics Locked Bag 10,

More information

I. INTRODUCTION. We have also included a formula for combining reach estimates across dayparts, which will be of interest to users of this report.

I. INTRODUCTION. We have also included a formula for combining reach estimates across dayparts, which will be of interest to users of this report. I. INTRODUCTION It has been evident for some time that long held assumptions about TV s reach capabilities need to be rethought in light of today s audience definitions, rating fragmentation and the constant

More information

Radio s Socio-Economic Impact

Radio s Socio-Economic Impact Radio s Socio-Economic Impact (COMMENT: THE DATA BELOW CONFIRMS THE FINDING OF THE 2009 NIELSEN/CRE STUDY THAT SHOWED THAT RADIO USE WAS HIGHER AMONG THOSE WITH MORE EDUCATION AND HIGHER INCOMES, WHEREAS

More information

PRACTICAL BOOK P H Y S I C S. With Viva-Voce

PRACTICAL BOOK P H Y S I C S. With Viva-Voce PRACTICAL BOOK P H Y S I C S With Viva-Voce Class XII Code : 7508 ISBN : 978-93-5167-972-1 Price : ` 170.00 PRACTICAL BOOK P H Y S I C S With Viva-Voce Class XII Strictly according to the latest syllabus

More information

Dual circulation period in Slovakia

Dual circulation period in Slovakia Flash Eurobarometer 255 The Gallup Organization Analytical Report Flash Eurobarometer European Commission Dual circulation period in Slovakia Analytical report Fieldwork: uary 2009 Report: March 2009 This

More information

Space Assets and the Sustainable Development Goals

Space Assets and the Sustainable Development Goals Space Assets and the Sustainable Development Goals Michael Simpson, Secure World Foundation In cooperation with Krystal Wilson Breakout Session #2 - Space Society Monday, November 21, 2016 United Nations/United

More information

CHAPTER I INTRODUCTION. Village and cottage industry is defined to be an. enterprise or series of operations carried on by a workman

CHAPTER I INTRODUCTION. Village and cottage industry is defined to be an. enterprise or series of operations carried on by a workman CHAPTER I INTRODUCTION 1.0 Village and cottage industries offer employment opportunities to the rural masses. They provide an outlet for creative urge among individuals and promote their entrepreneurial

More information

3 Radio and audio content

3 Radio and audio content Communications Market Report 2017 Wales 3 Radio and audio content 3.1 Recent developments in Wales 42 3.2 Radio station availability 43 3.3 DAB coverage 44 3.4 Listening to audio content 45 3.5 DAB digital

More information

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore.

This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore. This document is downloaded from DR-NTU, Nanyang Technological University Library, Singapore. Title The Singapore radio industry. Author(s) N. Kumaresan. Citation N. Kumaresan. (1998). The Singapore radio

More information

Ghana - Ghana Living Standards Survey

Ghana - Ghana Living Standards Survey Microdata Library Ghana - Ghana Living Standards Survey 5+ 2008 Institute of Statistical, Social and Economic Research - University of Ghana Report generated on: June 11, 2015 Visit our data catalog at:

More information

Commerzbank London and the gender pay gap. March 2018

Commerzbank London and the gender pay gap. March 2018 Commerzbank London and the gender pay gap March 2018 Introduction Our gender pay gap shows we need to increase our focus and attention to make changes happen quickly. At Commerzbank London we strive to

More information

A1.1 Coverage levels in trial areas compared to coverage levels throughout UK

A1.1 Coverage levels in trial areas compared to coverage levels throughout UK Annex 1 A1.1 Coverage levels in trial areas compared to coverage levels throughout UK To determine how representative the coverage in the trial areas is of UK coverage as a whole, a dataset containing

More information

The Triple Bottom Line for London

The Triple Bottom Line for London The Triple Bottom Line for London An index of London s sustainability Sponsored by Foreword by Jo Valentine, chief executive, London First Sustainability defined by the UK government as the simple idea

More information

AN INQUIRY INTO THE CONSUMPTION OF GAMING SERVICES BY MALTESE RESIDENTS

AN INQUIRY INTO THE CONSUMPTION OF GAMING SERVICES BY MALTESE RESIDENTS AN INQUIRY INTO THE CONSUMPTION OF GAMING SERVICES BY MALTESE RESIDENTS MARCH 2017 MALTA GAMING AUTHORITY 01 02 MALTA GAMING AUTHORITY AN INQUIRY INTO THE CONSUMPTION OF GAMING SERVICES BY MALTESE RESIDENTS

More information

The key element of this exam is a discussion which goes beyond identifying what the contemporary media do, and focuses on why they do what they do.

The key element of this exam is a discussion which goes beyond identifying what the contemporary media do, and focuses on why they do what they do. A2 Media: Key Concepts for Exam (MEST3) The key element of this exam is a discussion which goes beyond identifying what the contemporary media do, and focuses on why they do what they do. The aim of this

More information

SURVEY ON POLICE INTEGRITY IN THE WESTERN BALKANS (ALBANIA, BOSNIA AND HERZEGOVINA, MACEDONIA, MONTENEGRO, SERBIA AND KOSOVO) Research methodology

SURVEY ON POLICE INTEGRITY IN THE WESTERN BALKANS (ALBANIA, BOSNIA AND HERZEGOVINA, MACEDONIA, MONTENEGRO, SERBIA AND KOSOVO) Research methodology SURVEY ON POLICE INTEGRITY IN THE WESTERN BALKANS (ALBANIA, BOSNIA AND HERZEGOVINA, MACEDONIA, MONTENEGRO, SERBIA AND KOSOVO) Research methodology Prepared for: The Belgrade Centre for Security Policy

More information

Ascendance, Resistance, Resilience

Ascendance, Resistance, Resilience Ascendance, Resistance, Resilience Concepts and Analyses for Designing Energy and Water Systems in a Changing Climate By John McKibbin A thesis submitted for the degree of a Doctor of Philosophy (Sustainable

More information

Erratum to the Press Release 2017 annual results - NRJ Group. dated March 15, 2018

Erratum to the Press Release 2017 annual results - NRJ Group. dated March 15, 2018 Paris, March 20, 2018 5:45 pm Erratum to the Press Release 2017 annual results - NRJ Group dated March 15, 2018 An editorial error was made in the press release dated March 15, 2018 (English version only)

More information

Session 2B: Exercices with stratified and two stage sampling

Session 2B: Exercices with stratified and two stage sampling Session 2B: Exercices with stratified and two stage sampling Please join this room s channel National Council of Applied Economic Research Sistemas Integrales Delhi, March 19, 2013 We will now address

More information

November 2, 2009 FILED ELECTRONICALLY

November 2, 2009 FILED ELECTRONICALLY November 2, 2009 FILED ELECTRONICALLY Mr. Robert A. Morin Secretary General Canadian Radio-television and Telecommunications Commission Les Terrasses de la Chaudière Central Building 1 Promenade du Portage

More information

Availability objective for radio-relay systems over a hypothetical reference digital path

Availability objective for radio-relay systems over a hypothetical reference digital path Recommendation ITU-R F.557-5 (02/2014) Availability objective for radio-relay systems over a hypothetical reference digital path F Series Fixed service ii Rec. ITU-R F.557-5 Foreword The role of the Radiocommunication

More information

Media Kit Contents. Partner with The Esports Observer. Audience Fac t s & Fi gu res Display & Content Analytics & Insights C areer S er vi c es

Media Kit Contents. Partner with The Esports Observer. Audience Fac t s & Fi gu res Display & Content Analytics & Insights C areer S er vi c es ESPORTSOBSERVER.COM Media Kit 2016 Contents Partner with The Esports Observer As the first publication dedicated to esports professionals, The Esports Observer is your one-stop-shop solution to engage

More information

REPORT THE MEDIA COUNCIL'S TENDER PROCEDURES FOR BROADCASTING FREQUENCIES Executive Summary in English

REPORT THE MEDIA COUNCIL'S TENDER PROCEDURES FOR BROADCASTING FREQUENCIES Executive Summary in English REPORT THE MEDIA COUNCIL'S TENDER PROCEDURES FOR BROADCASTING FREQUENCIES Executive Summary in English The Standards Media Monitor's report on the Media Council's (MT) the Hungarian Media Authority tender

More information

Sierra Leone - Multiple Indicator Cluster Survey 2017

Sierra Leone - Multiple Indicator Cluster Survey 2017 Microdata Library Sierra Leone - Multiple Indicator Cluster Survey 2017 Statistics Sierra Leone, United Nations Children s Fund Report generated on: September 27, 2018 Visit our data catalog at: http://microdata.worldbank.org

More information

The Internet Response Method: Impact on the Canadian Census of Population data

The Internet Response Method: Impact on the Canadian Census of Population data The Internet Response Method: Impact on the Canadian Census of Population data Laurent Roy and Danielle Laroche Statistics Canada, Ottawa, Ontario, K1A 0T6, Canada Abstract The option to complete the census

More information

CCG 360 o Stakeholder Survey

CCG 360 o Stakeholder Survey July 2017 CCG 360 o Stakeholder Survey National report NHS England Publications Gateway Reference: 06878 Ipsos 16-072895-01 Version 1 Internal Use Only MORI This Terms work was and carried Conditions out

More information

Lao PDR - Multiple Indicator Cluster Survey 2006

Lao PDR - Multiple Indicator Cluster Survey 2006 Microdata Library Lao PDR - Multiple Indicator Cluster Survey 2006 Department of Statistics - Ministry of Planning and Investment, Hygiene and Prevention Department - Ministry of Health, United Nations

More information

MAT 1272 STATISTICS LESSON STATISTICS AND TYPES OF STATISTICS

MAT 1272 STATISTICS LESSON STATISTICS AND TYPES OF STATISTICS MAT 1272 STATISTICS LESSON 1 1.1 STATISTICS AND TYPES OF STATISTICS WHAT IS STATISTICS? STATISTICS STATISTICS IS THE SCIENCE OF COLLECTING, ANALYZING, PRESENTING, AND INTERPRETING DATA, AS WELL AS OF MAKING

More information

TITLE V. Excerpt from the July 19, 1995 "White Paper for Streamlined Development of Part 70 Permit Applications" that was issued by U.S. EPA.

TITLE V. Excerpt from the July 19, 1995 White Paper for Streamlined Development of Part 70 Permit Applications that was issued by U.S. EPA. TITLE V Research and Development (R&D) Facility Applicability Under Title V Permitting The purpose of this notification is to explain the current U.S. EPA policy to establish the Title V permit exemption

More information

Method of measuring the maximum frequency deviation of FM broadcast emissions at monitoring stations. Recommendation ITU-R SM.

Method of measuring the maximum frequency deviation of FM broadcast emissions at monitoring stations. Recommendation ITU-R SM. Recommendation ITU-R SM.1268-4 (11/217) Method of measuring the maximum frequency deviation of FM broadcast emissions at monitoring stations SM Series Spectrum management ii Rec. ITU-R SM.1268-4 Foreword

More information

Data Science Research Fellow

Data Science Research Fellow Candidate Specification Data Science Research Fellow Salary: Location: Term: Hours: 40-50K per annum, plus benefits Blackfriars, Central London Permanent Full-Time (37.5 hours per week) The UK s innovation

More information

My SITI Suggestive Packs. Delhi

My SITI Suggestive Packs. Delhi My SITI Suggestive Packs Delhi 1 1. My SITI 199 Pack This Pack includes 159 Channels of MY SITI FTA Pack, 49 PAY Channels and 22 SITI Platform Services Pay Channel List - Delhi &PICTURES ET NOW STAR UTSAV

More information

Barbados - Multiple Indicator Cluster Survey 2012

Barbados - Multiple Indicator Cluster Survey 2012 Microdata Library Barbados - Multiple Indicator Cluster Survey 2012 United Nations Children s Fund, Barbados Statistical Service Report generated on: October 6, 2015 Visit our data catalog at: http://ddghhsn01/index.php

More information

Developing the Arts in Ireland. Arts Council Strategic Overview

Developing the Arts in Ireland. Arts Council Strategic Overview Developing the Arts in Ireland Arts Council Strategic Overview 2011 2013 1 Mission Statement The mission of the Arts Council is to develop the arts by supporting artists of all disciplines to make work

More information

End of the Census. Why does the Census need reforming? Seminar Series POPULATION PATTERNS. seeing retirement differently

End of the Census. Why does the Census need reforming? Seminar Series POPULATION PATTERNS. seeing retirement differently Seminar Series End of the Census The UK population is undergoing drastic movement, with seachanges in mortality rates, life expectancy and how long individuals can hope to live in good health. In order

More information

Media Literacy Policy

Media Literacy Policy Media Literacy Policy ACCESS DEMOCRATIC PARTICIPATE www.bai.ie Media literacy is the key to empowering people with the skills and knowledge to understand how media works in this changing environment PUBLIC

More information

The Year In Demand. An Exclusive White Paper. for Members of the International Academy of Television Arts & Sciences

The Year In Demand. An Exclusive White Paper. for Members of the International Academy of Television Arts & Sciences An Exclusive White Paper for Members of the Kayla Hegedus, Industry Data Scientist Table of contents Introduction 3 Top Titles by Region in 2016 4 Top Genres by Region in 2016 10 Global Demand Measurement

More information

AM/FM radio: the centerpiece of American audio. Featuring data from Edison s Share of Ear Q4 2016

AM/FM radio: the centerpiece of American audio. Featuring data from Edison s Share of Ear Q4 2016 AM/FM radio: the centerpiece of American audio Featuring data from Edison s Share of Ear Q4 2016 The gap between the perception and reality of audio listening among advertisers has never been greater.

More information

3. Data and sampling. Plan for today

3. Data and sampling. Plan for today 3. Data and sampling Business Statistics Plan for today Reminders and introduction Data: qualitative and quantitative Quantitative data: discrete and continuous Qualitative data discussion Samples and

More information

The Effect of Quantization Upon Modulation Transfer Function Determination

The Effect of Quantization Upon Modulation Transfer Function Determination The Effect of Quantization Upon Modulation Transfer Function Determination R. B. Fagard-Jenkin, R. E. Jacobson and J. R. Jarvis Imaging Technology Research Group, University of Westminster, Watford Road,

More information

October 31, Office of the Secretary Consumer Product Safety Commission Room East West highway Bethesda, MD 20814

October 31, Office of the Secretary Consumer Product Safety Commission Room East West highway Bethesda, MD 20814 October 31, 2008 Office of the Secretary Consumer Product Safety Commission Room 502 4330 East West highway Bethesda, MD 20814 Subject: Consumer Product Safety Improvement Act; Section 101: Children s

More information

Publishing date: 23/07/2015 Document title: We appreciate your feedback. Share this document

Publishing date: 23/07/2015 Document title: We appreciate your feedback. Share this document Publishing date: 23/07/2015 Document title: We appreciate your feedback Please click on the icon to take a 5 online survey and provide your feedback about this document Share this document REPORT ON UNIT

More information

Communication Engineering Prof. Surendra Prasad Department of Electrical Engineering Indian Institute of Technology, Delhi

Communication Engineering Prof. Surendra Prasad Department of Electrical Engineering Indian Institute of Technology, Delhi Communication Engineering Prof. Surendra Prasad Department of Electrical Engineering Indian Institute of Technology, Delhi Lecture - 16 Angle Modulation (Contd.) We will continue our discussion on Angle

More information

CONTENTS TABLES. Table 1 - America's Top Formats in

CONTENTS TABLES. Table 1 - America's Top Formats in EXECUTIVE SUMMARY CONTENTS Executive Summary... i Introduction... 3 Capital Markets and Industry Outlook... 4 Values of Public Companies (Radio and Overall Local Media Companies)...4 Multiple Analysis...6

More information

Chapter 4: Sampling Design 1

Chapter 4: Sampling Design 1 1 An introduction to sampling terminology for survey managers The following paragraphs provide brief explanations of technical terms used in sampling that a survey manager should be aware of. They can

More information

National approaches to the dissemination of demographic statistics and their implication for the Demographic Yearbook

National approaches to the dissemination of demographic statistics and their implication for the Demographic Yearbook UNITED NATIONS SECRETARIAT ESA/STAT/AC.91/12 Statistics Division 29 October 2003 Expert Group Meeting to Review the United Nations Demographic Yearbook System 10-14 November 2003 New York English only

More information

International Journal of Advanced Research in Computer Science and Software Engineering

International Journal of Advanced Research in Computer Science and Software Engineering Volume 3, Issue 8, August 2013 ISSN: 2277 128X International Journal of Advanced Research in Computer Science and Software Engineering Research Paper Available online at: www.ijarcsse.com A Novel Implementation

More information