Residential Photovoltaic Systems in Norway: Household Knowledge, Preferences and Willingness to Pay

Solar power or photovoltaic (PV) systems have emerged as a leading low-carbon energy technology worldwide, but the deployment of residential PV systems in Norway has lagged behind other Scandinavian countries. Therefore, the Norwegian market provides an opportunity to gain insights on the demand factors that determine residential PV adoption. This paper presents results from a stated-preference survey designed to elicit household knowledge, preferences and willingness to pay for residential PV systems. Results suggest that meaningful growth in residential PV capacity depends greater knowledge among households, continued advances in technology, clarity with the grid tariff and stronger support systems. A review of recent experiences in the field corroborates the important role of effective regulatory structures and support programs.


Introduction
Solar power or photovoltaic (PV) systems have emerged as a leading low-carbon energy technology. Two decades of growth have led to the cumulative global deployment of more than 303 GW of PV capacity, with over half of this capacity being installed since 2013 [1]. The recent surge in PV installed capacity has rebalanced the PV market in a couple of ways. First, the PV market is becoming more global. Until 2013, Europe accounted for over 70 percent of cumulative PV capacity, but it now has less than 45 percent. By 2015, two-thirds of cumulative installed capacity had expanded to China, Germany, Japan and the U.S., and trends in annual installations indicate strong growth in new markets, including India, U.K. and Australia. The second shift in the PV market is that installed capacity is becoming larger and more centralized. Prior to 2011, utility-scale centralized installations accounted for less than 25 percent of annual installed capacity, but since 2013, it has accounted for more than half of annual deployment [2].
Even as utility-scale PV develops, decentralized PV systems remain an important segment of the PV market, approaching 76 GW in 2017 [1]. A promising development for this segment of the market is the emergence of PV prosumers-active energy consumers that both consume and produce electricity. Prosumers include homeowners, cooperatives, and housing associations that produce electricity at home, typically using residential PV systems [3]. Though a few prosumers are off the grid, nearly all prosumers generate power while remaining connected to the grid. This group, by generating power, can reduce the amount of power they purchased from the grid, and often get remunerated for surplus generation delivered to the grid.
The development of the prosumer market is shaped by the mix of market, technology and policy factors, such as declining solar PV costs, smart-grid technology, feed-in-tariffs, net-metering, etc. [3]. Early experiences with prosumers have created optimism and concern. While there is enthusiasm about the potential growth in PV prosumers, this growth is likely to be disruptive to the traditional centralize utility-scale industry [3]. Policymakers therefore face difficult tradeoffs in developing incentives and rules for the PV prosumer market [4]. To better navigate these tradeoffs, policymakers need greater understanding of the policy elements that help shape the PV prosumer landscape and determine its future.
This study seeks to contribute to this need by investigating consumer preferences related to PV prosumer adoption; thereby offering new insights that can inform more effective and efficient PV programs and policies. Herein we report findings from a study of Norwegian households that was designed to uncover the factors that shape demand for residential PV systems. Norway provides a promising case study because its residential PV capacity is underdeveloped relative to its neighbors (Denmark and Sweden). The potential for growth is heightened by Norwegian households being aware and responsive to environmental and energy issues. This unique setting offers new openings for understanding residential demand, particularly the role of non-material concerns, such as sustainability, environmental quality and social justice. Findings indicate that household interest in renewable energy is significantly influenced by non-material concerns, primarily those related to the environment. These concerns appear to have a limited effect on household decisions to purchase residential PV systems. Results show that people generally have not considered installing a residential PV system because they were unaware of the potential, satisfied with the current power system, and concerned about the cost. However, a recent surge in PV development illustrates the importance of support programs and regulatory rules. Findings provide new insights on the individual preferences that shape demand for PV systems, including the interplay between preferences and support programs.
The paper consists of five sections. After the introduction, section two describes the development of residential PV and prosumers in Norway and Scandinavia. Section three provides a review of the relevant literature, while section four describes the study's methods. Results and concluding remarks are resented in sections five and six.

The development of PV in Scandinavia
While Europe led PV development until 2013, the development was concentrated in Germany and Italy. Scandinavia-Denmark, Norway and Sweden-had shown little interest in solar PV. This changed in 2012 when Denmark established a net-metering system that led to rapid growth in PV prosumer installations. This growth however was dampened after policymakers modified the net-metering system, and recent PV development has shifted to centralized utility-scale capacity [5]. The Denmark case illustrates the important role that regulatory incentives have on PV prosumer development.
Sweden has experienced steady growth in PV capacity since 2010, albeit slower than Denmark. The Swedish PV market consists largely of decentralized installations. Initial deployments consisted of off-grid capacity that served recreation cabins, but grid-connected decentralized capacity has become more common over the past 10 years [6]. The Swedish market has benefited from programs that provide a direct subsidy for installation, and while there is no net-metering system, compensation for the excess power of prosumers is provided by some utilities. Norway also has an off-grid market, but deployment has lagged behind Sweden. The Norwegian off-grid market is poised to grow due to the improved technology and availability of PV panels. In particular, PV system are expected to have a role in the development of micro-grid power systems on islands, which are transitioning to localized solutions that avoid costly infrastructure investments (e.g., replacing aging sea cables).
Norway has adopted solar PV at a slower pace than the other Scandinavian countries. In 2018, cumulative PV capacity in Sweden and Denmark reached 426 MW and 991 MW, while Norway approached only 68 MW [6][7][8]. Norway's slow adoption of PV may be explained by the structure of the country's power system. In Norway (2018), 95 percent of the electric energy is produced by hydro power, 2.6 percent is produced by wind power and 2.4 percent is produced by thermal power plants [9]. In Demark (2017), approximately 47 percent of the electric energy is generated by wind and 50 percent from conventional thermal power plants [10]. Sweden generates approximately 37 percent of electricity with hydro plants, 37 percent from nuclear power plants, and 9 percent by conventional thermal power plants [11]. Norway's extensive reliance on low-cost hydro power likely mitigates interest in PV and other alternative energy sources. Solar irradiance is another factor that varies across Scandinavian countries.
Locations that enjoy the best solar resources have solar irradiances up to 2500 kWh/m 2 per year (measured on a horizontal surface). Solar irradiances in Norway, with its substantial north-south distance, varies a great deal. In the south, where the population is skewed, the solar irradiance is approximately 1000 kW h/m 2 per year. In the north, it is about 700 kW h/m 2 per year [12]. Given that regions of Norway have similar solar irradiance than Sweden and Denmark, there is potential for Norway to gain ground with additional PV development [12].
A recent surge in PV installed capacity indicates that Norway is beginning to realize its PV potential. Indeed, 60 percent of the country's cumulative capacity has been installed since 2017 [8]. Norway's PV expansion has been driven by new rules, enacted in 2016, establishing clar-ity in the regulatory structures of net-metering and green certificates [13]. Specifically, Norway boosted residential rooftop solar with the "Plusskundeordningen" (Plus Customer) scheme that requires utilities to purchase power from prosumers-a utility customer with both consumption and generation behind the connection point to the grid [11]. Ten years earlier, the Norwegian regulator (NVE) opened the door for Distribution System Operators (DSOs) to purchase electricity from prosumers, but it was not mandatory for the DSOs [14,15]. In addition to the new policy for prosumers, economic measures providing new incentives to encourage prosumer adoption have been developed. For example, from January 2016, owners of small PV panels with an installed capacity below 15 kWh are eligible for financial support from the public agency Enova SF [16]. Also, while the green certificate program initially supported prosumer generation delivered to the grid, the scheme was extended to support all electricity generation from prosumers.

Literature Review
Though the growth of PV and prosumers in Norway has lagged behind other Scandinavia countries, recent research offers insights on the potential for further development. One such study provides an excellent review by examining the historical development of prosumers in Germany, UK and Norway [17]. The study identifies the major determinants of prosumer activity by considering three types of factors: economic incentives (e.g., support schemes, tax benefits, etc.), regulatory structure (e.g., building codes, metering requirements, etc.) and access to information and installer markets (e.g., information campaigns, process assistance, etc.). Results indicate that support schemes play an important role in determining prosumer activity, with information and assistance also influencing activity. While decarbonization has been an issue in Germany and the U.K., this was not the case in the hydro power context of Norway. The paper offers a framework for possible pathways to PV and prosumer development: • technical testing and pilot schemes (helping reducing local bureaucratic hurdles), • establishment of a third-party installer marked (reducing transaction costs for potential prosumers), and • transition to a mass market (PV-installation companies proliferate, generating practical information and further reducing transaction costs).
Using the development of smart grids, many efforts have examined alternative methods to engage energy users, such as feedback technologies, price tariffs and automated systems for load control. However, the literature would benefit from additional work on the socio-technical influences of PV and prosumer development [18]. Customer preferences are shaped by social and technological developments, which in turn dictate public support and consumer adoption [19].
A recent review of studies that examine individual preferences related to renewable energy finds little evidence on the specific case of PV and prosumers [19]. A study of British households finds that household willingness to pay is not sufficiently large to cover the high capital costs of micro-generation energy, including PV, even when considering annual cost savings [20]. Similarly, in a Republic of Ireland study, researchers investigated how the awareness of microgeneration technologies affected investment in microgeneration technologies. The findings reveal considerable variation in the awareness of alternative technologies, with awareness being greatest for PV. Consistent with previous studies, findings also report that awareness differs across socio-economic groups, with less awareness being observed among women and young people [21]. A study of German consumers indicates the motivation for microgeneration technologies is not only using green electricity and a profitable investment in new technology, but also the possibility for using their own produced electricity [22]. Greater insights on customers' knowledge and preferences are needed to understand the development of prosumers. This study seeks to contribute to this need.

Methodology
We conducted an online survey with a representative sample of Norwegian households. It was administered to a panel operated by TNS Gallup between March and May of 2016. This panel consists of approximately 45,000 persons (15 years and older) recruited in advance to participate in surveys. Respondents to the survey were randomly selected from this group. The survey targeted 1000 completed surveys. To that end, an invitation to participate in the survey was sent via email to 2000 people in the panel with 1128 responding and 1102 completing the survey. The survey closed when it reached 1000 completed responses, which precluded tardy responders from an opportunity to participate.
The objectives of the survey are twofold: (i) assess the preferences, perceptions and activities related to residential electricity, and (ii) estimate the total value (including non-use) associated with residential PV systems. The data speaks to the demand side factors that present barriers and opportunities for prosumer development, including the willingness to pay for residential PV systems. The survey design relates to the Norwegian case but the basic framework follows a standard design that can be extended to other populations.
The survey consisted of four sections, as presented in Table 1. The first section solicited information on general perceptions about household electricity usage. Specifically, respondents were asked to indicate their level of concern and knowledge about general household electricity issues. Also, respondents were asked to give an estimate on their relative use of electricity for household activities-appliances, lights and air and water heating.
The second section focused on consumer knowledge and attitudes about domestic electricity production. After introducing the prosumer concept and technology, respondents were asked if they were a prosumer. For non-prosumers, the survey asked respondents the level of their knowledge about prosumer systems, the reasons for not installing a system, and their level of confidence about being satisfied with a prosumer system. For prosumers, the survey asked respondents how they learned about prosumer systems, how long they have had a system, the reasons for installing a system, and their satisfaction with their prosumer system. The analysis focuses on barriers and opportunities, which draws from responses of those without a solar system. Nearly all respondents did not have a solar system (98.9%). Among those, most had not considered installing a system (72.9%). Only 1.1 percent of respondents (12 of 1102) had a PV system at the time of the survey, with just 3 of the 12 having a system that feeds electricity to the grid (i.e. being a prosumer). Figure 1 illustrates the flow chart of the survey and reports the number of respondents within each sub-group. Section three elicited consumer preferences concerning the installation of a prosumer system, which included stated-preferences that allow the estimation of household willingness to pay (WTP). WTP is the maximum amount a customer is willing to pay for a good or service and represents the total value that a person has for a good or service. We employ the contingent valuation method to estimate WTP-a standard approach that creates a hypothetical market in which people can indicate their preferences and willingness to pay. The method has been used over the last few decades to estimate the total value of many items such as public parks, downtown beautification projects, ecosystem preservation, and health risks [23,24]. We apply this technique to estimate the total value of the benefits associated with a residential PV system. To focus on current demand among non-prosumers, this section was not delivered to the small number of existing prosumers in the sample.
We note that, while actual sales data is useful, it's limited in estimating customer demand. Sales data only captures activity at a given price or range of prices, which fails to reflect the entirety of customer demand. Some customers are willing to pay a price lower than the current market price, while others are willing to pay a price above the current market price. Also, sales data often fails to adequately capture the social benefits or costs associated with the product, such as the environmental benefits associated with renewable energy. This component of customer value may be significant for PV and other renewable technologies.
Following established designs in the valuation literature [25,26], this section first introduced a realistic contingent market with the following script: "Now consider a hypothetical Prosumer Electricity Program that is based on actual programs offered by many governments/utilities. With the hypothetical Prosumer Electricity Program, the utility/government would offer their customers the opportunity to install a home electricity generation system at their home to generate electricity themselves. Customers could use the electricity they produce and sell any remaining electricity to others through the grid." Using standard stated-preference methods, we adopted a referendum payment vehicle similar to previous studies [25,26]: "Households that choose to install a home electricity generation system would pay a one-time fee of A NOK (Norwegian currency).
[27] The fee would cover the installation, including materials and labor. If given a chance, would you participate in the program?" The fee was randomly assigned to respondents and took on one of four values: A = 20,000, 40,000 and 60,000. To improve estimation efficiency, the three values correspond to realistic household willingness to pay values. Also, while estimation is more demanding with the dichotomous choice referendum, it is incentive compatible with actual preference and therefore preferred to open-ended questions [28,29]. Follow-up questions asked respondents about how certain they were about their yes or no response to the participation question and what were the most important reasons for their willingness (yes or now) to participate in the program.
The fourth and final section, as illustrated in Table 1, collected general information on individuals and households, such as socio-economic, household type/location, etc. Table 1. Summary of survey design.

General perspectives about household electricity usage
Concern related to the electricity consumption of the household. Knowledge about sources used for electricity generation in Norway. Knowledge about electricity consumption at Norwegian households.

Electricity produced with PV system
Questions if the customer has a PV system, or has considered installing? Asking about reasons for considering or not considering installing PV. Asking about how secure/insecure they are related to considering or not considering installing PV.

Willingness to pay
Respondents divided in three groups asking if they wanted to install a PV system at the given price, and how secure/insecure they are about this. Asking about reasons/interests for installing in a PV system.

General information on individuals and households
Socio-economic, household type/location, income, education level, number of persons, etc

Results
Respondent background. We first get to know the respondents by reviewing their attitudes and knowledge about electricity consumption and production. Respondents have concern about their household electricity usage, with over half of respondents (56.2%) indicated they were concerned or very concerned. The numbers also show that respondents are knowledgeable about the energy sources that produce electricity. Most people knew hydropower generates nearly all electricity in Norway-about 95 percent [13]. Nearly two-thirds of respondents believe hydropower generates 70 to 100 percent of electricity, while less than 15 percent believe hydropower accounts for less than half of electricity production. Respondents also show an understanding of residential electricity consumption patterns. Respondents correctly identified that space heating accounts for a majority of electricity consumption (57%). Forty-four percent of the respondents think that heating of tap water represent 10-29 percent of the electricity consumption, and nearly half (49%) think cooking/white goods represents 10-29 percent of the electricity consumption. These perceptions correspond with a recent study that reported the share of electricity used for space heating, heating of tap water and cooling/white goods is 64, 15 and 10 percent [13]. Barriers and Opportunities. Table 2 summarizes the prominent reasons for considering and not considering a PV system. Among those that have not considered a system, the three most cited reasons were the cost of the system (35%), the satisfaction with current system (29%), and not knowing about the possibility of a solar system (26%). Other noteworthy issues include uncertainty about the technology (23%) and whether conditions are suitable (17%).
Respondents that have considered installing a PV system most often attribute their interest to environmental concerns (84%). About two-thirds of respondents indicate their interest is in saving on energy cost (68%) and supporting the solar market (65%). Other motives include an interest in the technology (55%) and a desire to be independent from retailers (54%). Willingness to Pay (WTP). To estimate the total household value of a residential PV system, we employ the contingent valuation method described in section four. We first review the responses to the dichotomous choice referendum question on respondent participation in a hypothetical Prosumer Electricity Program. Table 3 reports responses by bid amount. The numbers show the rate of 'yes' responses decline as the bid amount increases. This is consistent with the law of demand and provides us confidence in the internal consistency of the data. With a cost of 20,000 NOK, nearly half of respondents (46%) are willing to install a solar system. As the bid increases to 40,000 and 60,000, the rate of positive responses fell to 31 and 26 percent. The table also shows that the numbers indicate less certainty in the 'yes' responses than the 'no' responses. To estimate household willingness to pay, we use a multinomial logit model to estimate the probability of a 'yes' response to the referendum question. Willingness to pay is estimated from the censored logit coefficients [20,30]. Table 4 reports the estimated mean willingness to pay to install a solar system. The numbers indicate that, on average, Norwegian households are willing to pay 9,280 NOK for an installation (p=0.190). Though statistically insignificant due to unexpectedly large standard errors, the estimate and confidence interval offers useful insights on willingness to pay. This value represents approximately a 12 percent of the full cost of an installation, which suggests that non-use values are insufficient to move households to install residential PV systems. The minimal impact of non-use values is likely unique to Norway, which already receives much of their electricity from renewable sources (hydro)-i.e., the status quo already provides non-use benefits. Therefore, generous support programs may be needed to increase residential PV installed capacity [31]. Currently, the main nationwide program in Norway (via Enova) provides up to 35 percent of the total invested amount [32]. In 2014-2017 the city of Oslo had its own support program, subsidizing up to 40 percent of the investment costs for residential PV panels [33]. Based on the willingness to pay from the survey, today's support scheme appears insufficient to achieve significant increases in PV prosumer systems.  Recall that respondents who would (would not) sign up at the bid amount were asked for the most important reason why. Table 5 summarizes these reasons. The most popular reasons for being willing to pay the bid amount includes saving money on energy cost (68%), contributing to the environment (58%), and an interest in the technology (23%). The most popular reasons for not being willing to pay include their housing unit being unsuitable (40%), Norway not having suitable conditions (33%), and insecurities about the technology (29%).

Summary and Discussion
Herein we report findings from a stated-choice study on Norwegian household knowledge, attitudes and willingness to pay for residential PV systems. Findings show that, at the time, the vast majority of households had not considered installing a residential PV system. The main reasons for the lack of consideration include concerns about the cost, being happy with current power system, and not knowing about the possibility to become a prosumer. The existing reliance on low-cost, environmentally-friendly hydro power undercuts the environmental concerns that prompt consumer interest in other countries. The willingness to pay analysis revealed, as expected, households are sensitive to the cost of a residential PV system-lower prices led to people being more willing to install a PV system. Estimates of the average willingness to pay indicate that interest in residential PV is driven by more than financial concerns. Results therefore suggest that meaningful growth in residential PV capacity in Norway depends greater knowledge among households, continued advances in technology, clarity with the grid tariff, and stronger support systems. The recent surge in Norway's PV capacity followed improvements in regulatory rules and support programs, which reinforces the importance to leverage public interest and support programs. This corresponds to the experience from Denmark that show the important role that customer knowledge and support programs has on the development of residential PV and prosumers.
The deployment of residential PV systems in Norway has lagged other Scandinavian countries such as Denmark and Sweden, even though the solar irradiance can be similar. Many interconnected factors underlie the lack of activity, including the country's existing reliance on renewable energy resources, low electricity prices, and less aggressive support systems for PV.Despite Norway's current satisfaction, PV and prosumer development can transform the landscape for electricity and society. Neighborhoods could have local grids that allow residents to feed in their PV generation and become engaged participants that determine energy solutions for their neighborhoods. Rather than passively consuming electricity from a distant generator, people are active participants in a collective action that can lead to more reliable, fair and environmentally friendly electricity supply. Indeed, the social aspect of growing prosumer activity can yield transformative developments in the collective efforts to address environmental challenges related to energy.
Results from this study, as well as the literature, highlight that residential PV and prosumer development requires sufficient incentives, regulation clarity and public awareness.
The task is a bit tougher in Norway, where there is complacency with the current reliable, low-cost, renewable generation. However, even in Norway, improvements in programs and regulation led to a surge in residential PV development. Moving forward, there remains untapped potential in Norway and beyond. The emergence of green certificate programs cast a wider net than meeting domestic electricity demand, and support schemes, including the green certificate programs, can be modified to better support residential prosumers. Further development of residential PV and prosumers may be possible with new business models that introduce leasing PV systems. Also, there is room for additional improvements in regulatory structures. For instance, despite Norway's 2017 reforms, there remains ambiguity with its grid tariff because changes from an energy based to a capacity-based grid tariff, where customers pay according to how their consumption and generation affect the distribution grid, will influence the incentives within the PV market.
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Q021: Single coded
Not back. Do you suppose that the photovoltaic system will be repaid in its lifetime?. Normal.

Q022: Numeric
Not back -Max = 999. How many years of repayment time does the plant have?.