The estimated $15.7trn economic potential of artificial intelligence (AI) will only be realised if the integration of responsible AI practices occurs across organisations, and is considered before any developments take place, according to a new paper by PwC.
Combating a piecemeal approach to AI’s development and integration – which is exposing organisations to potential risks – requires organisations to embed end-to-end understanding, development and integration of responsible AI practices, according to a new toolkit published this week by PwC.
PwC has identified five dimensions organisations need to focus on and tailor for their specific strategy, design, development, and deployment of AI: Governance, Ethics and Regulation, Interpretability & Explainability, Robustness & Security, and Bias and Fairness.
The dimensions focus on embedding strategic planning and governance in AI’s development, combating growing public concern about fairness, trust and accountability.
Earlier this year, 85% of CEOs said AI would significantly change the way they do business in the next five years, and 84% admitted that AI-based decisions need to be explainable in order to be trusted.
Speaking this week at the World Economic Forum in Dalian, Anand Rao, Global AI Leader, PwC US, says: “The issue of ethics and responsibility in AI are clearly of concern to the majority of business leaders. The C-suite needs to actively drive and engage in the end-to-end integration of a responsible and ethically led strategy for the development of AI in order to balance the economic potential gains with the once-in-a-generation transformation it can make on business and society. One without the other represents fundamental reputational, operational and financial risks.”
As part of PwC’s Responsible AI Toolkit, a diagnostic survey enables organisations to assess their understanding and application of responsible and ethical AI practices. In May and June 2019, around 250 respondents involved in the development and deployment of AI completed the assessment.
The results demonstrate immaturity and inconsistency in the understanding and application of responsible and ethical AI practices:
Only 25% of respondents said they would prioritise a consideration of the ethical implications of an AI solution before implementing it.
One in five (20%) have clearly defined processes for identifying risks associated with AI. Over 60% rely on developers, informal processes, or have no documented procedures.
Ethical AI frameworks or considerations existed, but enforcement was not consistent.
56% said they would find it difficult to articulate the cause if their organisation’s AI did something wrong.
Over half of respondents have not formalised their approach to assessing AI for bias, citing a lack of knowledge, tools, and ad hoc evaluations.
39% of respondents with AI applied at scale were only “somewhat” sure they know how to stop their AI if it goes wrong.
Anand Rao, Global AI Leader, PwC US, says: “AI brings opportunity but also inherent challenges around trust and accountability. To realise AI’s productivity prize, success requires integrated organisational and workforce strategies and planning. There is a clear need for those in the C-suite to review the current and future AI practices within their organisation, asking questions to not just tackle potential risks, but also to identify whether adequate strategy, controls and processes are in place.
“AI decisions are not unlike those made by humans. In each case, you need to be able to explain your choices, and understand the associated costs and impacts. That’s not just about technology solutions for bias detection, correction, explanation and building safe and secure systems. It necessitates a new level of holistic leadership that considers the ethical and responsible dimensions of technology’s impact on business, starting on day one.”
Also at the launch this week at the World Economic Forum in Dalian, Wilson Chow, Global Technology, Media and Telecommunications Leader, PwC China, added:“The foundation for responsible AI is end-to-end enterprise governance. The ability of organisations to answer questions on accountability, alignment and controls will be a defining factor to achieve China’s ambitious AI growth strategy.”
PwC’s Responsible AI Toolkit consists of a flexible and scalable suite of global capabilities, and is designed to enable and support the assessment and development of AI across an organisation, tailored to its unique business requirements and level of AI maturity.
Concerted Action Needed to Address Unique Challenges Faced by Pacific Island Countries
Small island developing states (SIDS) must position themselves to take full advantage of often limited, but nonetheless available, opportunities to improve standards of living and accelerate economic growth, according to the latest issue of the Asian Development Bank’s (ADB) Pacific Economic Monitor launched today.
The Monitor focuses on addressing the development needs and challenges of the Pacific SIDS, which in the context of this publication are the Cook Islands, the Federated States of Micronesia, Fiji, Kiribati, the Marshall Islands, Nauru, Palau, Papua New Guinea (PNG), Samoa, Solomon Islands, Tonga, Tuvalu, and Vanuatu.
The Monitor notes that the geographic and physical challenges faced by SIDS manifest in elevated cost structures and heightened economic vulnerability that severely constrain development prospects. These are further compounded by fragility from thin institutional capacities for effective governance and increased climate change risks.
“Development challenges stemming from vulnerability and fragility, which are further amplified by climate change impacts, call for a differentiated approach to long-term development among the SIDS,” said ADB Director General for the Pacific Ms. Carmela Locsin. “Sustainable development financing as well as innovative, fit-for-purpose strategies for institutional strengthening are central to such an approach.”
This is the 28th issue of the Monitor, the ADB Pacific Department’s flagship economic publication, which was launched in 2009 to provide more regular economic reporting on the Pacific islands. It reveals that a weak external environment is translating into a softer 2019–2020 outlook for the Pacific through subdued exports. The subregional outlook is for average growth of 4.0% in 2019 before moderating to 2.5% in 2020, largely reflecting weaker prospects in Fiji and a return to low growth in PNG as the ongoing recovery from last year’s major earthquake fades.
The Monitor includes country articles as well as policy briefs. Country articles feature analyses of labor productivity and youth unemployment in Fiji, fishing revenues in Kiribati and Tuvalu, and how various SIDS manage unconventional revenue streams. Other articles focus on recent fiscal adjustments in PNG, sustaining tourism-led growth in the Cook Islands, improving the business environment in Palau, Samoa’s ability to rebound and build resilience after disasters, and urbanization issues in Tonga.
Topical policy briefs in the report further examine the common development challenges faced by SIDS. The first policy brief discusses the structural constraints to long-term development among SIDS and highlights the crucial role of sustainable development financing to overcome these. Another policy brief mapping fragility in the Pacific shows that although some progress has been made over the past decade to strengthen institutional capacities among SIDS, there is still work to be done. Other policy briefs outline key takeaways from some Pacific atoll nations at the frontlines of climate change, and explore poverty reduction challenges in small island developing states, with special reference to PNG.
The Pacific Economic Monitor is ADB’s bi-annual review of economic developments and policy issues in ADB’s 14 developing member countries in the Pacific. In combination with the Asian Development Outlook series, ADB provides quarterly reports on economic trends and policy developments in the Pacific. The Monitor welcomes contributions of policy briefs from external authors and institutions.
Weak Outlook in GCC Due to Muted Oil Prices & Global Trends
Economic growth in the Gulf Cooperation Council (GCC) was significantly weakened in 2019 due to muted oil prices and excess oil supply, according to the new World Bank’s Gulf Economic Update released today. As a result, overall real GDP growth in the GCC is estimated to drop to 0.8% this year compared with 2% last year. While most GCC countries retained strong external positions in 2019, the ongoing slowdown in China and the continued global trade war are hindering their efforts to boost non-oil exports. Meanwhile, resurgent geopolitical risks are raising risk perceptions, which could hurt prospects for investment.
This issue of the Gulf Economic Update, titled “Economic Diversification for a Sustainable and Resilient GCC”, explores ways in which GCC countries can pursue diversification that is environmentally sustainable and resilient to global megatrend. Many countries in the region have pursued ‘traditional diversification’, meaning diversifying away from hydrocarbon production but towards heavy industries that still depend on fossil fuels. The emissions-intensive nature of ‘traditional diversification’ has increased the GCC countries’ exposure to disruptive low-carbon technologies, international policy efforts to address climate change, and negative public perceptions of fossil fuels and their derivatives.
“As GCC countries strive to diversify their economies, they should ensure that diversification strategies are aligned with environmental sustainability goals,” said Issam Abousleiman, World Bank Regional Director for the GCC. “Ensuring that the Region’s diversification efforts are climate-friendly is critical not only for environmental sustainability but also to help the GCC invest in sources of growth that are resilient to global technology and policy impacts.”
The report suggests three ways to help align diversification strategies to environmental sustainability objectives.
First, ensuring that diversification strategies take an ‘asset diversification’ approach; one that moves beyond the concept of diversifying output and broadens the composition of a country’s national wealth to include human capital, in addition to natural and produced assets.
Second, GCC countries can hedge the risks of traditional diversification by liberalizing energy and water prices, scaling up investments in renewable energy and carbon capture and storage to help mitigate the impacts of climate change. Energy subsidy reform and increased investment in renewable energy are already underway in the Gulf.
Third, the GCC must establish effective environmental management institutions and practices to ensure that the region protects its fragile ecosystem and reduces environmental cost of industry as it invests heavily in new sources of economic growth.
GCC Countries Outlook
Bahrain: Bahrain’s economy is expected to grow at a moderate rate of 2% in 2019 and average 2.3% over 2020-21, driven by the non-oil sector. Nonoil GDP growth will be driven by an increase in manufacturing output and higher levels of infrastructure spending.
Kuwait: Kuwait’s growth rate is expected to dip to 0.4% in 2019 before picking up to 2.2% in 2020, as the OPEC production cuts expire, and 2% in 2021, as the government increases spending on oil capacity enhancements and infrastructure to boost the non-oil sector.
Oman: Oman’s growth rate is projected to accelerate from an estimated 0% in 2019 to 3.7% in 2020 and 4.3% in 2021, supported by rising natural gas production. The potential boost from the diversification investment spending would continue supporting growth in the medium term.
Qatar: Qatar’s economy is projected to grow by a modest 0.5% in 2019 before accelerating to 1.5% in 2020 and 3.2% in 2021. Growth will be driven by a boost in gas production as the new Barzan Project starts operations as well as by the non-oil sector supported by the government’s investment program targeting infrastructure and real estate.
Saudi Arabia: GDP growth rate will likely slow to 0.4% in 2019 driven OPEC’s oil supply reduction drive, before rising to 1% in 2020 and 2.2% in 2021.
United Arab Emirates: GDP growth rate is projected to stabilize at 1.8% in 2019, before accelerating to 2.6% in 2020 and 3% by 2021, driven by government stimulus and a boost from hosting Expo 2020.
Tax revenues have reached a plateau
Tax revenues in advanced economies reached a plateau during 2018, with almost no change seen since 2017, according to new OECD research. This ends the trend of annual increases in the tax-to-GDP ratio seen since the financial crisis.
The 2019 edition of the OECD’s annual Revenue Statistics publication shows that the OECD average tax-to-GDP ratio was 34.3% in 2018, virtually unchanged since the 34.2% in 2017.
Major reforms to personal and corporate taxes in the United States prompted a significant drop in tax revenues, which fell from 26.8% of GDP in 2017 to 24.3% in 2018. These reforms affected corporate income tax revenues, which fell by 0.7 percentage points, and personal income tax revenues (a fall of 0.5 percentage points).
Decreases were also seen in 14 other countries, led by a 1.6 percentage point drop in Hungary and a 1.4 percentage point drop in Israel. In contrast, nineteen OECD countries report increased tax-to-GDP ratios in 2018, led by Korea (1.5 percentage points) and Luxembourg (1.3 percentage points).
In 2018, four OECD countries had tax-to-GDP ratios above 43% (France, Denmark, Belgium and Sweden) and four other EU countries also recorded tax-to-GDP ratios above 40% (Finland, Austria, Italy and Luxembourg). Five OECD countries (Mexico, Chile, Ireland, the United States and Turkey) recorded ratios under 25%. The majority of OECD countries had a tax-to-GDP ratio between 30% and 40% of GDP in 2018.
Corporate income tax revenues continued their increase since 2014, rising to 9.3% of total tax revenues across the OECD in 2017. This is the first time corporate income tax revenues have exceeded 9% of total tax revenues since 2008.
In contrast, the share of social security contributions in total tax revenues continued the consistent decline seen in recent years, dropping to 26% in 2017, compared to 27% in 2009. Other tax types have not exhibited a clear trend in recent years.
This year’s report contains a Special Feature that reconciles data on environmentally related tax revenues in Revenue Statistics with the OECD Policy INstruments for the Environment (PINE) database. This exercise provides higher-quality data for policymakers and researchers in this important policy area.
The Special Feature shows that environmentally related tax revenues accounted for 6.9% of total tax revenues on average in OECD countries in 2017, ranging from 2.8% in the United States to 12.5% in Slovenia and Turkey. As a share of GDP, environmental taxes account for 2.3% on average, with country shares ranging from 0.7% in the United States to 4.5% in Slovenia. The largest share of ERTRs is derived from energy taxes, both on average and in nearly every OECD country, accounting for nearly three-quarters of ERTRs, according to the report.
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