Socio-Economic Opportunities from Miscanthus Cultivation in Marginal Land for Bioenergy

: Substantial areas of agricultural land in south European countries are becoming increasingly marginal and being abandoned due to arid climate with prolonged summers and low rainfall. Perennial, lignocellulosic crops, such as Miscanthus, o ﬀ er an outlet that couples agriculture with energy, creates employment, and increases proﬁts from feedstock production in rural areas. This research paper follows an Input Output methodology and uses an econometric model to investigate the impact of crop yielding performance and marginal land to jobs and proﬁt from the cultivation and supply of Miscanthus in low quality, marginal land in Italy and Greece. Two value chain cases are analysed: small scale Combined Heat and Power (CHP) and Fast Pyrolysis Bio Oil (FPBO). The cultivation of Miscanthus in both reference value chains exhibits good employment prospects, with smaller scale value chains creating more labour-intensive logistics operations. The activities can also generate substantial ﬁnancial proﬁt especially with higher crop yields. Results show a pronounced relationship between proﬁtability and crop yield for both reference value chains-cultivation and supply operations become more proﬁtable with increasing yield. It is, therefore, important to achieve higher yields through good cropping practices, while maintaining high levels of environmental sustainability.


Introduction
Agriculture in south European countries faces increasing bio-physical and socio-economic limitations. Bio-physical limitations, including soil erosion [1], runoff and degradation that lead to soil organic carbon and fertility losses, relate mostly to climatic conditions [2] characterised by prolonged dry, hot summers and winters with low rainfall levels. These in turn lead to socio-economic limitations: lower crop yields and reduced competitiveness in national and international markets cause farmers to abandon the land and look for income opportunities in non-agricultural sectors.
For these reasons, it is imperative that crop options are diversified and new, locally adapted and climate resilient value chains, combined with sustainable agronomic practices, are introduced. Perennial, non-food, lignocellulosic crops, such as Miscanthus, can offer an outlet that couples agriculture with energy, generates employment and creates added value in rural areas [3][4][5]. These crops can grow on low quality land and therefore avoid or reduce competition with food production [6]. Moreover, they can exhibit high yields, have low environmental impact if cultivated in a sustainable way [7], improve soil carbon [8,9], and be used for a variety of energy and other biobased products [10,11].
This research paper presents the socio-economic impacts (employment generated and potential financial profit) from the cultivation and supply of Miscanthus in low quality, marginal land as

Agriculture in the Understudy Countries
From 2000 to 2019, total cultivated agricultural area reduced by 26% in Italy, from 4.13 million ha to 3.07 million ha, and by 36% in Greece, from 1.22 million ha to 0.79 million ha (Figure 1). A similar decline is observed in the number of jobs. From 1995 to 2015, total number of jobs in agriculture reduced by 28% in Italy, from 1.26 million to 0.91 million, and by 38% in Greece, from 0.76 million to 0.47 million.  101 1995-2015 [26]) in Italy and Greece.

102
Both the Common Agricultural Policy and Renewable Energy Directive offer opportunities to 103 support agriculture and farmers in rural areas of European regions. Their key policy objectives [27] 104 and strategic priorities [28] include the development of biomass value chains that can restore 'areas 105 with natural constraints-ANC', or low quality land, and produce renewable energy from agriculture. 107 Recent research has examined various crop options that can be cultivated in low quality, 108 marginal land and produce raw material for bioenergy and biofuels [29,30]. In particular, perennial 109 lignocellulosic crops have characteristics that are suitable for such land that is affected by the 110 ecological and climate limitations in the reference countries [31][32][33]. These include: 111  Good adaptation. Perennial crops exhibit good adaptation to local climate and have high 112 resistance to both biotic and abiotic stress, drought, high temperatures, pests, and diseases.

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 Drought resistance for semi-arid and arid conditions. South European countries face prolonged 114 dry periods during summer followed by heavy, short duration thunderstorms during autumn 115 and winter. Hence, cropping solutions must exhibit high resistance to drought while maintaining 116 sustainable growth patterns through these periods, and maintain their yields.

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 Low irrigation and nitrogen inputs. Perennial crops have high nutrient [34] and water use 118 efficiency [35], can grow with low or nil irrigation, and have low input requirements [36][37][38] 119 relative to cereals. These characteristics make them attractive options for marginal land.

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 Dense and deep rooting system. Perennial crops have dense rooting systems, [39], and are 121 suitable for sloping, erosion-prone areas.

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Miscanthus is [40] well adapted to south European countries, propagates via rhizomes, and often 123 reaches a maximum height of 3-3.5 m [41]. It has low nutritional requirements and high nitrogen use 124 efficiency and therefore can grow well on marginal land with relatively low inputs of fertiliser [42].

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The crop shares similar growth characteristics other warm-season perennial species with growth 126 from rhizomes, including switchgrass [43]. Both the Common Agricultural Policy and Renewable Energy Directive offer opportunities to support agriculture and farmers in rural areas of European regions. Their key policy objectives [27] and strategic priorities [28] include the development of biomass value chains that can restore 'areas with natural constraints-ANC', or low quality land, and produce renewable energy from agriculture.

Why Perennial Biomass Crops and Miscanthus?
Recent research has examined various crop options that can be cultivated in low quality, marginal land and produce raw material for bioenergy and biofuels [29,30]. In particular, perennial lignocellulosic crops have characteristics that are suitable for such land that is affected by the ecological and climate limitations in the reference countries [31][32][33]. These include: • Good adaptation. Perennial crops exhibit good adaptation to local climate and have high resistance to both biotic and abiotic stress, drought, high temperatures, pests, and diseases. • Drought resistance for semi-arid and arid conditions. South European countries face prolonged dry periods during summer followed by heavy, short duration thunderstorms during autumn and winter. Hence, cropping solutions must exhibit high resistance to drought while maintaining sustainable growth patterns through these periods, and maintain their yields. • Low irrigation and nitrogen inputs. Perennial crops have high nutrient [34] and water use efficiency [35], can grow with low or nil irrigation, and have low input requirements [36][37][38] relative to cereals. These characteristics make them attractive options for marginal land.

•
Dense and deep rooting system. Perennial crops have dense rooting systems, [39], and are suitable for sloping, erosion-prone areas.
Miscanthus is [40] well adapted to south European countries, propagates via rhizomes, and often reaches a maximum height of 3-3.5 m [41]. It has low nutritional requirements and high nitrogen use efficiency and therefore can grow well on marginal land with relatively low inputs of fertiliser [42]. The crop shares similar growth characteristics other warm-season perennial species with growth from rhizomes, including switchgrass [43].

Value Chains
The reference value chains are suited to the climate, agronomy, and energy sector conditions in Italy [44][45][46] and Greece [47,48]. The scales and applications have been selected to reflect promising and realistic bioenergy options.
Small scale CHP: Using perennial crops as fuel for CHP plants can be an attractive solution for south European countries. A key requirement is local, heat demand. CHP plant must be located close to heat demands to minimise the high costs of heat distribution pipework. While there are many agro-industries that process materials that can use heat at this scale, a significant drawback is that installations typically operate seasonally. This may mean that the CHP plant is idle for part of the year, which reduces profitability. Peak heat demand will vary through the day and night, though this can be overcome by installation of thermal storage. Design, including appropriate sizing of the CHP, is important especially in view of the relatively high capital costs of this technology.
Fast Pyrolysis Bio Oil (FPBO): While production cost for advanced biofuels is still relatively high [49], demonstration and First Of A Kind (FOAK) plants are currently entering into commercial operation [50], and there will be cost reductions through the operation of larger plants that are under construction or planned. The most promising route today for FPBO-to-transport fuel is represented by co-processing in existing fossil refineries in Fluid Catalytic Cracker reactors. Moreover, FPBO use as bioliquid in CHP unit can also be an excellent approach to provide renewable-based balancing service to the energy system, and in particular to the electrical grid, thanks to the fact FPBO is a very convenient form of energy storage.

SWOT Analysis
Before estimating the potential employment and profit for the reference value chains, a screening was performed to evaluate their resource efficiency performance in the reference countries using Strengths-Weaknesses-Opportunities-Threats (SWOT) analysis. This assessed resource use efficiency, ecosystem aspects, business case and markets, and socio-economic aspects.
Perennial, non-food crops such as Miscanthus are considered a resource efficient option for south European countries since they are established once, have dense rooting systems, use low water and nutrient inputs and have high drought resistance. Perennial cropping reduces tillage and erosion risks [51,52] and increases soil carbon. It must also be stressed that selection of appropriate species and land types is case and region specific and must consider local ecology and ensure that biodiversity is carefully preserved, and any risks of an invasive species is avoided. Final selection of crops determines the annual management practices, transportation, storage, and overall system efficiency to year round raw material supplies that guarantee smooth operation. Table 1 presents an overview of performance and feedstock related strengths, opportunities, weaknesses, and threats [53] for Miscanthus in low quality, marginal land. Table 2 presents the respective SWOT for the reference value chains.

Criteria Strengths and Opportunities Weaknesses and Threats
Land use productivity No direct competition with food/ feed as land is mostly marginal and not currently in production Low yielding capacity; Mostly uneconomic for farmers

Land use change
Limited if cultivated on land that is not suitable for arable crops requiring higher quality soils.

Biodiversity
Dale et al., (2010) report that Miscanthus, as a perennial crop can be beneficial to biodiversity when appropriate crops are grown and sustainably managed in suitable areas, especially degraded or eroded land or when they are planted as buffers around conventional annual crops since they can provide habitats to various animals, and be used to filter nutrients or pollutants [54] Monoculture of any crop type is a threat to biodiversity. Despite the fact that the understudy crops will be cultivated in low quality, marginal land that is unsuitable for conventional crops, it is important to ensure that a crop mix, appropriate for the local climate and ecology, is cultivated and biodiversity is preserved.

Soil
Long-term presence in the field maintains soil structure, reduces erosion risks, increases soil cover, favour soil aeration and improves soil organic content.
Increased fertiliser and other chemical inputs to achieve adequate yields in marginal land, which depends on the economic break-even point.

Water quantity
Higher lignin and cellulose contents in perennial grasses allow the crop to stand upright at scarcity of water. Deep roots allow more efficient use of water resources.
Possibly high demand for irrigation during years with low rainfall

Water quality
There are opportunities for water re-use when sewage treated irrigation is applied. Due to its dense root system the crop can i) be used as buffer strips, iii) exploit wastewater sources.
Limited risks for groundwater pollution from fertilisers/pesticides

Markets and mobilisation
Such land has a low or 'no' market value so any sustainable activity bringing it back to productive state would be an improvement towards access to markets and mobilisation of natural resources.
Lack of strong communication channels with the agricultural community. Low flexibility for farmer (long terms commitment to a single -or very few -customer(s)) to anticipate changing markets and demand (e.g., shortage in food supply) Output service -Unit value of electricity is higher than heat; however this does not compensate the lower conversion efficiency (compared to heat-driven medium scale).
Transport fuel and bioliquid for stationary energy generation (offering also balancing services to the energy system) -

Greenhouse gases/Air quality
Low input of fossil fuels; GHG savings can be high Still higher Particle Matter (PM) emissions than natural gas combustion.

Business case
Positive when full year industrial heat demand.

Market size
Large, especially among the forest and agro-industrial sectors in the region Limited by industrial heat demand (preferably close to the feedstock source) and by the presence of district heating.
Large market of diesel and heating fuelsLarge potential market in co-processing in existing refineries -

Modelling Approach
An econometric model has been used and tailored to calculate jobs across the value chain stages [55]. The methodological approach is based on input output (IO) analysis for activities in the relevant stages of the value chain [56]. The tables include technical and cost data, drawn from statistics, literature and expert opinion, for relevant activities, labour, materials and equipment at national, regional, and local (i.e., implementation) levels and describe flows in monetary terms across the value chain. The IO tables are divided into two main value chain components: (i) feedstock production (including logistics) and (ii) conversion technology (Table 3). Detailed information on the cost components, technical and economic input is presented in Appendix A.
The model follows the principles of Activity Based Costing ( Figure 2). Based on information obtained from statistics, literature and expert opinion, the cost per unit is calculated by: (i) calculating the actual cost and overhead rates for each activity, (ii) allocating the cost of each activity to the products and (iii) allocating the total cost into production units.    The tailored module for estimation of jobs and profit uses a traditional Keynesian Income Multiplier approach [57][58][59]. The technique calculates the employment and profits from all activities involved in the value chain.
The first part of the calculations is a financial assessment based on cash-flows over a fifteen-year period. The investment appraisal analyses the economic viability, within the specific scales of application for each value chain. This is important since investments will only be made if the plant is economically viable. Detailed technical and economic assumptions and input data are provided in Appendix A. The second part, the socio-economic analysis, captures direct and indirect employment and profit potential for feedstock production, handling, and conversion. The calculations assume that biomass feedstock sales are based on long-term contracts with the energy/ fuel industry and therefore biomass production has a linear relation with sales. The employment presented in this paper is net direct and indirect and includes the following types of labour: regular farm labour, contract/casual farm labour, farmer/spouse labour, transport driver, construction plant engineer, construction plant labour, bioenergy plant operator and bioenergy plant engineer.
Direct jobs: Activities measured in the estimation of direct jobs created include crop establishment and annual management; plant construction, operation, and maintenance. The following Equation is used: Direct Jobs = Number of hours per worker/day/t of feedstock or end product · salary for the respective worker category (1) The formula integrates numbers of workers and type of their skills per individual production activity within the value chain.
Indirect jobs: In addition to direct jobs created across the value chain, indirect jobs are created by biomass handling, storage, transportation. The following Equation is used: Indirect Jobs = (annualised CAPEX − CAPEX of imported services and equipment)/ gross labour salaries (skilled and unskilled) where annualised CAPEX includes costs from agronomic establishment and crop management practices. CAPEX of imported services and equipment includes purchase or rent costs of equipment and any skilled labour required during the value chain activities.
The model estimates are presented in this paper as Full Time Employment equivalents (FTEs). Annualised Profit is calculated with the following Equation: Annualised Profit (AP) = (Sales Revenue (SR) − Total Production Costs (TPC))/Project Lifetime (PL) (3)

Main Modelling Assumptions
The average economic life cycle for Miscanthus is 15 years. Table 4 lists relevant agronomic input data [60][61][62][63][64].  [18,48] The values are based on actual field experiments and are complemented with recent findings from literature to ensure values are representative and up to date. Drying for Miscanthus after an annual harvest to enable stable year round storage is also considered and the cost relevant data related to storage are included in Appendix A (Table A3).
The analysis in this paper uses Miscanthus but switchgrass can also be regarded with similar proxies as the two crops have similar agriculture cycle, compatibility with existing machinery and similar cost structure. There is good agronomic knowledge for both crops, and they can be cultivated using existing machinery which eases their adoption by farmers. Care would need to be taken for further application of the model for crops which differ substantially in their key characteristics from the reference crop or for production processes located in countries with different economic structures to Italy and Greece [6].
Conversion technologies need to be checked against specific properties such as ash, etc. versus technology requirements. One can distinguish primarily combustion systems, gasification or pyrolysis combined with production of heat and/or electricity, gasification or pyrolysis combined with upgrading or synthesis to biofuels/chemicals and biochemical treatment to biofuels/chemicals [65,66]. Two value chains are analysed within in this paper: small and large-scale CHP and upgraded fast pyrolysis biomass oil. These represent a mix of scales and applications that are suitable for conditions in south European countries. Their technical and economic assumptions are briefly described below and in Table 5.
Small scale CHP: This pathway is attractive for agro-industries and other industries with close relevance to biomass [67][68][69][70][71]. Small scale is clearly heat-driven, particularly if it refers to process heat. The conventional reference product for both heat and electricity is that produced via combustion of a fossil energy carrier in a boiler (natural gas or light fuel oil).
Upgraded or co-processed pyrolysis oil: The major advantages of pyrolysis oil include its storability, high energy density compared to raw biomass, and flexibility with respect to downstream processing and use options [72]. Furthermore, lignocellulosic biomass may serve as feedstock resulting in advantageously interlinkages with food and feed markets. There are several studies for pyrolysis of Miscanthus and similar crops, which show these are suitable feedstocks for this process [73][74][75][76][77][78][79][80]. The production of upgraded pyrolysis oil mainly consists of the two processes fast pyrolysis and upgrading, which both can occur in one integrated plant. Biomass feedstock first undergoes fast pyrolysis. Then, by upgrading, crude pyrolysis oil becomes suitable for several applications. So far, the explored concepts are about smaller scale decentralised flash pyrolysis, followed by central upgrading. These applications include heating, fuels for transportation and bio-based materials. In any of these cases, the upgraded pyrolysis oil substitutes light fuel oil. Upgrading depends on the end use. For heating oil there are less stringent requirements than for transport fuel, even if burners still need to be adapted to the viscous and corrosive nature of FPBO. Since the latter two options may have certain technical restrictions or may require certain process modifications, the assessment in this paper is based on the combustion of upgraded pyrolysis oil instead of light fuel oil in a boiler. Recently research is oriented towards co-processing of FPBO in existing refineries: this is carried out in Fluid Catalytic Crackers of existing refineries, where FPBO is co-fed with Virgin Gas Oil [81]. This is today seen among the most promising short-term routes to transport fuel production from the Fast Pyrolysis (FP) biocrude [82,83]. Methods are also being developed for accounting the amount of renewable carbon ending in the final transport fuel product, which is a very important aspect from a regulatory perspective. Table 5 provides the technical and economic assumptions used for the reference value chains to estimate the employment effects.
Sensitivity analyses the potential yield increases in the profitability of the bioenergy plants as well as on respective values for income and employment from feedstock production and handling.

Results
The results present model estimates for employment and profit generated by feedstock production and logistics for the two value chains under a range of yields (10-15 dry tonnes/ha/year) in low quality, marginal land [85][86][87]. Most research and demonstration fields with Miscanthus in low quality land exhibits yields of 8-17 dry tonnes/ha/year [88]. This paper uses a range 10-15 dry tonnes/ha/year, which excludes some of the least and best performing sites. Within this range the reference value chains are profitable investment opportunities in both Italy and Greece. The crop selling price that has been used across the modelling estimations for all yielding capacities and value chains is 100 Euro/dry tonne delivered at the plant gate [89,90].

Employment
This section presents the employment potential from feedstock production for the two reference value chains. The labour required is seasonal. Therefore, as reported by ETI (2017) 'most job opportunities will be part-time, but may complement other seasonal roles in agricultural and forestry sectors, particularly arable farming with cereals' [91] (Figure 3).  This paper presents employment potential from feedstock production as direct and indirect Full Time Employment equivalents [92] (FTE). Estimated employment is also represented per 1000 tonnes biomass input and per million Euro investment. Figure 3 below presents the area (in hectares) required for each value chain depending on crop yield and the crop labour profiles (man effort in hours/ha) distributed monthly in comparison to wheat. Miscanthus cultivation can complement well with agricultural activities over the year in regions with wheat or other cereal crops.

Employment Potential per Value Chain
Employment generated per pyrolysis value chain is estimated to be 18-28 direct FTEs plus 122-182 indirect FTEs, depending on crop yield. Employment generated per small scale CHP value chain is estimated to be 2-3 direct FTEs plus 22-33 indirect FTEs, depending on crop yield. Table 6 provides the detailed figures, disaggregated in direct and indirect jobs for feedstock production and handling, per crop yielding capacity and value chain. In addition to the above, employment is created in the operation of the conversion plant for each reference value chain. Additional employment per pyrolysis value chain is estimated to be three direct FTEs plus nine indirect FTEs. Additional employment per small scale CHP value chain is estimated to be two direct FTEs plus 6sixindirect FTEs.

Employment Potential per 1000 Tonnes of Biomass Input and per ha
Employment potential in small scale CHP for the higher crop yields (15 t dm/ha/y) is estimated at 5.3 FTEs (total direct and indirect) over the lifetime of the value chain per 1000 tonnes of biomass produced, handled and delivered to the plant gate. For lower crop yields (10 t dm/ha/y), employment is estimated at 2.2 FTEs for per 1000 tonnes of biomass. The respective numbers for the pyrolysis value chain range from 1.6 FTEs for the higher crop yields to 2 FTEs for the for the lower crop yields.
Direct job FTEs per cultivated hectare for an average yield of 12 t dm/ha/ year are estimated to be 0.0018 and 0.0016 for pyrolysis and small scale CHP value chains, respectively. These figures align with the work presented by Thornley et al. (2008) who reported 0.0014 FTEs per hectare for Miscanthus production on average farming land conditions. The slightly higher figures in this paper can be attributed firstly to the small scale of the CHP value chain, which is relatively inefficient in employment terms, and secondly to the fact that the land considered is low quality and requires more labour-intensive practices.
It is notable that supplying an equivalent amount of biomass to many small scale plants versus one larger plant generates a larger number of jobs because the former would likely engage a large number of small agricultural companies and farms would be less mechanised and efficient, and thus would employ more people.
Overall, on an equivalent volume of biomass basis, it is estimated that smaller scale CHP value chains generates 1.3-2.5 times more local employment within a region than pyrolysis value chains (depending on the scale and crop yields). Smaller value chains will create medium scale transport, storage and distribution channels with lower efficiencies than the national and international scale logistics created under pyrolysis value chains. Figure 4 presents the leverage capacity of the value chains in terms of employment (direct and indirect) per million Euro investment.

Employment Potential per Million Euro Investment
Total FTEs per million E;uro investment range from 4.1 to6.1 and from 7.3 to 11 for pyrolysis and small scale CHP respectively. For small scale CHP, estimated direct FTEs range from 0.6 for high crop yields (15 t dm/ha/y) to 1.0 for low crop yields (10 t dm/ha/y). For pyrolysis, the figures are very similar and are 0.7 and 1.1, respectively. For small CHP, the estimated indirect FTEs range from 7.3 for high crop yield to 11 for low crop yield. For pyrolysis, the figures are from 4.1 to 6.1 respectively. It is worth noting that direct FTEs are almost identical as they refer to the employment for cultivating the fields and harvesting while the significant differences in the estimated indirect FTEs include logistics, services and raw material purchase and in a way reflect the inefficiencies of small scale and low yields resulting in many more farms engaged for the provision of year round supplies in the refence value chains. As mentioned above, smaller scale value chains create more labour-intensive logistics operations.   Direct employment in the downstream, conversion plant is estimated to be two FTEs for small scale CHP and four FTEs for pyrolysis. The respective, estimated indirect jobs are six FTEs for small scale CHP and nine FTEs for pyrolysis. The number of direct and indirect FTEs are within a similar range to estimates for bioenergy in the USA [93] and in Europe [94].

Profit from the Sales of Biomass
This section presents the potential annual profit from Miscanthus cultivation for each of the value chains. The model estimates are presented per value chain and per million Euro investment.

Profit per Value Chain
Total annual profit from feedstock production and handling for the small scale CHP value chain ranges from 38,000 € for low crop yield (10t dm/ha/y) to 268,000 € for high crop yield (15 t dm/ha/y). For pyrolysis, the figures are 373,800 € for low crop yield to 1,570,000 € for high crop yield. Table 7 summarises modelled estimated annual profit and details are provided in Appendix B.

Profit per Million Euro Investment
For small scale CHP applications, total annual profit per million Euro investment is estimated to range from 0.2 million € for low crop yield to 1.4 million € for high crop yield ( Figure 5). For pyrolysis, figures range from 0.2 million € for low crop yield to 1.0 million € for high crop yield.

Discussion
Biomass production for energy and alternative fuels is central to European policy for energy and agriculture. There are, however, concerns regarding the environmental sustainability of biomass supply and optimal solutions for increasing feedstocks and securing long-term, year round supplies for current operational and future plants. Renewable Energy Directive II (REDII) emphasises the role of biofuels, bioliquids and biomass fuels and, at the same time, ensures sustainability is safeguarded and Indirect Land Use Change (ILUC) impacts associated with conventional pathways are reduced. Significant expansion of production of biofuels, bioliquids and biomass fuels from food and feed crops and from land with high carbon stock was observed [95]. Hence, over the period from 2024 to 2030, these practices will be phased out. This provides significant opportunities to integrate non-food, lignocellulosic crops such as Miscanthus into European agricultural systems to provide feedstocks for energy and fuels.
The Directive, through the Commission Delegated Regulation (EU) 2019/807 of 13 March 2019 [96], encourages production of biomass raw materials that are produced under circumstances that avoid ILUC effects, by virtue of having been cultivated on unused, abandoned or severely degraded land or emanating from crops which benefited from improved agricultural practices. This definition offers the opportunity to restore low quality, marginal land, bridge the gap between agriculture and energy, and deliver low carbon solutions with high resilience to climate change.
This paper investigates the effect of crop yielding performance and marginal land to jobs and profit from the cultivation and supply of Miscanthus in low quality, marginal land in Italy and Greece. It presents research work which is supported by extensive modelling and consistent datasets from statistics, literature, and personal communication.
The work confirms that there are opportunities to generate employment and create financial profit from cultivation and supply of Miscanthus using low quality, marginal land in Italy and Greece. Two reference value chains have been analysed: small scale CHP (1 MWe) and Fast Pyrolysis Bio Oil plant (20,000 tonnes oil/year). These represent a set of 'crop end-use' combinations that are technically feasible and suitable to the ecology, climate, energy requirements and economy of the reference countries.
Generation of employment and creation of profit per million Euro investment is a key metric for both policy decision makers and investors. On this metric, the results are as follows. For CHP, total jobs (direct plus indirect) are 12.0 FTE and 7.9 FTE and annual profit is 0.2m € and 1.4m € for low and high crop yield, respectively. For pyrolysis, total jobs are 7.2 FTE and 4.8 FTE and annual profit is 0.2m € and 1.0m € for low and high crop yield, respectively.
Direct FTEs refer to the employment for cultivating the fields and harvesting while indirect FTEs relate to other services including seed and plantlet producers, feedstock handling and transport, storage, fertiliser producers and suppliers, specialist equipment contractors, etc. Indirect jobs are much more numerous than direct jobs. Small scale operations (for the CHP value chain) and lower crop yields (for both reference value chains) result in more land and farms involved in cultivation and consequently more direct jobs. The impact in terms of indirect jobs is more pronounced, with small scale operations and lower yields necessitating many more indirect jobs. These relationships are quantified by the data presented in this paper.
Both the reference value chains appear to provide viable returns on investment, with acceptable rates of profit at low crop yield and good rates of profit at high crop yield. The data presented show a pronounced relationship between profitability and crop yield for both reference value chains-cultivation and supply operations become more profitable with increasing yield.

Conclusions
The general conclusion from the research findings of this paper is that there are opportunities to generate employment and create financial profit from cultivation and supply of Miscanthus using low quality, marginal land. The approach used can be applied by other researchers, policy makers and other stakeholders to evaluate the effect of yields and quality of land on future lignocellulosic crop options for bioenergy, compare cases and quantify impacts in terms of employment and profit.
The results confirm that financial profit has a strong, positive relationship with crop yield. At the lowest crop yield considered in this paper (10 t dm/ha/y), annual profit is modest. A key conclusion is that it is important to achieve higher yields which will require good cropping practices, while maintaining high levels of environmental sustainability. Although this is a challenge on low quality land, experiments have shown that yields of 13-15/ t/ha/y can be achieved in Italy and Greece. The choice of land and agricultural management practices, including targeted irrigation, will be critical for achieving higher yields.
The estimates provided in this paper can also be used as background knowledge to inform two main sets of policy, the Renewable Energy Directive II (REDII) [97] and the fourth objective of the Common Agricultural Policy post 2020 (CAP) [98]. This objective aims to contribute to climate change mitigation and adaptation, as well as sustainable energy, and can be combined with the Renewable Energy Directive at national level to develop sector integrated biomass policies [99].
Common Agricultural Policy (CAP) post 2020 will be based on assessment of needs at national level. EU Member States will therefore design their CAP Strategic Plans to achieve common environmental and climate change objectives, set quantified targets, and take specific local needs and conditions into consideration. The approach and data presented in this paper can inform future research about employment and added value in terms of financial profit from cultivation and supply of Miscanthus using low quality, marginal land and facilitate target-setting tailored to local conditions.

Conflicts of Interest:
The authors declare no conflict of interest.